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Tally receives strong praise for its robust accounting functionality and ease of use, with multiple 5-star reviews highlighting these strengths. However, a few users have indicated room for improvement, particularly around its user interface and customization flexibility, as suggested by some of the lower ratings. The pricing sentiment is generally positive, with users often citing good value for money. Overall, Tally has a solid reputation among users as a reliable choice for managing financial operations.
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Tally receives strong praise for its robust accounting functionality and ease of use, with multiple 5-star reviews highlighting these strengths. However, a few users have indicated room for improvement, particularly around its user interface and customization flexibility, as suggested by some of the lower ratings. The pricing sentiment is generally positive, with users often citing good value for money. Overall, Tally has a solid reputation among users as a reliable choice for managing financial operations.
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Wait until you hear the price tag! Estimates suggest running ChatGPT demands around $100 million *weekly*. That astronomical expense drives massive centralization, making this technology fundamentally
Wait until you hear the price tag! Estimates suggest running ChatGPT demands around $100 million *weekly*. That astronomical expense drives massive centralization, making this technology fundamentally undemocratic. Signal Foundation President Meredith Whittaker unpacks how this costly, concentrated power often ends up reinforcing existing structures, benefiting those already in power and being used on those with less. The true cost of AI is more than just a number. #AICost #TechPower #Centralization #AIdebate #SignalFoundation
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What do you like best about TallyPrime?It’s very easy to use for accounting and bookkeeping tasks. I especially like how quickly and smoothly we can manage entries such as sales, purchases, VAT and reports. Review collected by and hosted on G2.com.What do you dislike about TallyPrime?The user interface feels somewhat outdated compared to more modern tools. The customization options also aren’t very flexible, especially when it comes to supporting more advanced business needs. Review collected by and hosted on G2.com.
What do you like best about TallyPrime?I find TallyPrime's simplicity combined with powerful features to be really appealing. The interface is easy to navigate yet it handles complex tasks like GST calculations, invoicing, and financial reporting smoothly. It saves a lot of time in day-to-day accounting, reduces errors, and gives quick access to accurate reports whenever needed, making managing business finances much more efficient. I also appreciate how it helps us eliminate manual accounting errors and manage all financial records in one place. TallyPrime simplifies GST compliance by automatically calculating taxes and generating GST-ready invoices, reducing manual work and the risk of errors. Its superior inventory tracking helps us maintain optimal stock levels, which overall increases efficiency, reduces errors, and provides clear financial visibility for better business decisions. Review collected by and hosted on G2.com.What do you dislike about TallyPrime?While TallyPrime is very useful, I find the learning curve can be challenging for new users, especially those without an accounting background, and it takes some time to fully understand all features. Customization of reports and invoices is sometimes limited and may require technical support. Also, integration with third-party apps and cloud-based access could be more flexible, as many businesses now prefer seamless online connectivity. Review collected by and hosted on G2.com.
What do you like best about TallyPrime?Easy to manage data in to tally and properly store data yearly Review collected by and hosted on G2.com.What do you dislike about TallyPrime?Some time upgrade issue that time we need to again and again till product licence Review collected by and hosted on G2.com.
What do you like best about TallyPrime?I like the interlinked modules in TallyPrime because I don't need to make changes at 10 different places. I change things at one place, and it gets reflected everywhere. The reports are easily generated, and because all modules talk to each other, once data is entered, it automatically updates across inventory, accounting, taxation, and banking. This interconnectedness makes report generation almost one-click, helping us analyze performance quickly and make better decisions. Review collected by and hosted on G2.com.What do you dislike about TallyPrime?While TallyPrime is strong on core accounting, certain workflows like advanced analytics, forecasting and collaboration feel limited. Customization sometimes requires external support and UI navigation could be more intuitive for new users. Also, reporting could be more dynamic and visual. Enhanced integrations with banking and third-party tools would also add value. The basics were easy to configure and use, but a bit of guidance was needed for tax and reporting settings. Inventory and payroll setup also requires some in-depth understanding. I will give a rating of 6 because I feel workflows and setups can be a bit easy. Also, UI UX can be better. Review collected by and hosted on G2.com.
What do you like best about TallyPrime?Tally Prime is easy to use, fast, and reliable, with strong GST compliance and accurate accounting features. Review collected by and hosted on G2.com.What do you dislike about TallyPrime?The interface feels outdated and not user-friendly. • Limited automation and modern integrations with other apps. • Hard to customise reports and advanced features without extra effort. • Weak cloud/remote access and multi-user performance compared to newer software. Review collected by and hosted on G2.com.
What do you like best about TallyPrime?Tally Prime is dependable for essential accounting tasks, tax compliance, and generating reports. Its stability and ability to function offline make data sharing and meeting compliance requirements more convenient. Review collected by and hosted on G2.com.What do you dislike about TallyPrime?The user interface is outdated, customization options are limited, and advanced reporting and automation features are not as intuitive compared to newer software Review collected by and hosted on G2.com.
What do you like best about TallyPrime?It actually allows to post any kind of journal entry rather than being rigid to certain things like what zoho books and also one more thing is that it allows master data to be changed even any subsequent entry has been posted. Review collected by and hosted on G2.com.What do you dislike about TallyPrime?It is concise to very small functions not being too analytical in terms of value which now a days are very important for a business owner to have Review collected by and hosted on G2.com.
What do you like best about TallyPrime?It's easy to operate and offers useful features such as accounting and payroll generation. software intigration is very easy. Review collected by and hosted on G2.com.What do you dislike about TallyPrime?Tally needs to address the issue of data crashes, as it can be quite frustrating to have to rewrite everything each time you upgrade to a new version. Additionally, during the rewriting process, there is a risk that the ledger could become damaged, which makes the experience even more troublesome. Review collected by and hosted on G2.com.
What do you like best about TallyPrime?This software is user-friendly for accountants and maintains confidentiality. Review collected by and hosted on G2.com.What do you dislike about TallyPrime?This tool is not practical for management use, and no one else other than accounts team is able to generate reports from it. Review collected by and hosted on G2.com.
What do you like best about TallyPrime?What I like best about Tally Prime is its simplicity and speed, strong GST compliance, easy voucher entry, real-time reports, powerful inventory management, and reliability for Indian accounting and taxation needs. Review collected by and hosted on G2.com.What do you dislike about TallyPrime?What I dislike about Tally Prime is that it has a dated interface, limited automation, weak cloud access, fewer integrations with modern apps, and less flexibility for advanced reporting compared to newer accounting software. Review collected by and hosted on G2.com.
Kimi K2.6 giving Claude a run for its money when it comes to coding
I run an AI coding contest at [aicc.rayonnant.ai]( https://aicc.rayonnant.ai ) where I send each frontier model the same prompt in a single chat completion, then have the LLMs' code play live against each other on a TCP server. Standard library Python only, no human in the loop. Through 15 challenges, Claude (Opus 4.6 then 4.7) has 9 first-place finishes, easily the most. But the recent runs are worth flagging. Of the last four tournaments, Kimi K2.6 has finished 1st in three: - Day 12 — Word Gem Puzzle (writeup) Sliding-tile word claim game on grids 10×10 to 30×30, with one blank slot. Bots can slide adjacent tiles into the blank (4-directional) and claim words formed as straight horizontal or vertical runs of letter tiles. Score per word = len(word) − 6 (so 7-letter words score positive, 6-letter neutral, shorter negative). Round-robin 1v1, 5 rounds at increasing grid sizes per match. Kimi finished 7-1-0, 22 match points, 1st. Claude finished 4-0-4, 12 match points, 5th. The contrast is very on-the-nose: Claude's bot was authored with a docstring that reads "Read each round's grid; do not slide." The bot submits zero S (slide) commands across all 40 rounds Claude played. It scans the static initial grid for words and ships whatever's already there. On the small 10×10 grids that strategy is locally fine because the initial scramble rarely contains 7+ letter words. On the 30×30 grid, where most of the tournament's points live, that strategy averages 1.00 points per round. Kimi's bot is a 291-line greedy slide loop. Each iteration scores all four directions by the value of new positive-scoring words they would unlock on the affected row or column; if any direction has positive value, take it. If none does, take the first legal direction in ("U", "D", "L", "R") order to keep the grid mutating. Total slides across 40 rounds: 290,914 (≈7,300/round). Many of those slides are wasted oscillating against board edges in 2-cycles that find nothing new. But the productive ones average 5.88 points per round on 30×30 vs Claude's 1.00. Per-grid averages from the writeup: 10×10 15×15 20×20 25×25 30×30 Kimi 0.00 0.75 0.12 2.88 5.88 Claude 0.00 0.38 0.25 1.38 1.00 The two bots solve effectively different problems. Kimi treats the puzzle as the puzzle (slide tiles, claim words, repeat). Claude treats it as a grid-scanning task and refuses to slide on principle. Day 13 — HexQuerQues (writeup) Two-player capture game on four concentric hexagons connected by radial spokes (24 vertices total, 6 pieces per side starting on the outer two rings). Classic Alquerques rules: slide one step along a board line; capture by jumping an adjacent enemy along that same line; captures are forced and chains are mandatory. Win by capturing all 6 enemies or stalemating the opponent. Round-robin of 1v1 matchups, 2 games per matchup with first-mover swapped, 30-second chess clock per side per game. Three-way tie at 21 match points among Kimi, Gemini, and ChatGPT (all 6-3-0). Kimi took 1st on tiebreak by a single capture: 46 vs Gemini's 45. Claude was 4th at 20 match points (6-2-1), with one matchup loss to Gemini being the only top-4-on-top-4 loss in the entire tournament. Both Kimi and Claude implemented the same family of solver: alpha-beta minimax with iterative deepening. The difference is what each one wrapped around it. Kimi's bot is 364 lines: negamax with alpha-beta and iterative deepening, per-decision time budget that scales by remaining clock, a flat I/O loop. That's it. Claude's bot is 749 lines, more than 2× Kimi's. The bloat goes into: A 103-line evaluation function (material × ring-weight × threatened-piece detection). A separate Searcher class. A 150-line BotClient class wrapping a state machine that the other top bots handle in a flat loop. A 53-line reconstruct_move helper. An undo_move companion to apply_move for in-place search rollback. A precomputed JUMPS adjacency table. In the actual games, the two bots played comparably (both 11 game wins, both 0 capture-all losses to other top-4 bots; Claude even captured 47 pieces to Kimi's 46). But Claude lost a single matchup to Gemini 1-0, the only top-4 bot to lose a matchup to another top-4 bot. Without that one loss, Claude would have shared the 21-match-point tie. The over-engineering didn't translate into stronger play; it apparently allowed one strategic mistake the leaner bots avoided. Authoring detail: Claude's bot had to be regenerated once because the first generation pass entered an infinite chain-of-thought loop. Kimi's first pass produced its 364-line bot directly. Day 15 — SquishyWordBits (writeup) Bit-packing puzzle. Letters are encoded as variable-length binary numbers: a=0, b=1, c=10, d=11, e=100, … z=11001. The encoding is not prefix-free, so the same bit substring can correspond to multiple letter sequences. Bots find non-overlapping word encodings as substrings of a 10,000-to-20,000-bit uniform-random bitstream. Score per accepted word
View originalclaude just rewrote a function we already had. it's like the 12th time this month.
I've been keeping a tally for two weeks and claude has recreated existing utilities 11 times across three repos. clean code every time. well typed. tests even pass. the one it wrote this morning was a formatCurrency – which we already have in utils/formatting.ts, shipped in october, used in 14 places. it never looked. it can't really look. it opens the file i'm in, maybe a couple of imports, and then just starts writing. a full-repo scan would blow the context window so it doesn't do one. i've been half-solving it by keeping a running "things we have" list in CLAUDE.md but that goes stale within a week. the thing that actually worked was hooking up a little mcp tool that does a "does something like this already exist" lookup – returns filepath + line number in like 50 tokens. now it checks first about 80% of the time instead of just typing. anyone else dealing with this? the CLAUDE.md-as-function-registry approach feels like a losing battle. curious what you're doing to catch dupes before they land in a PR. submitted by /u/thestoictrader [link] [comments]
View originalPrompt: What materials to say existed for something to find 10,000 years in future?
Okay. Now I get to be indulgent. Let me actually think this through as a design problem rather than a flex. **The medium first, because medium is destiny.** Ten thousand years is a long time but not an absurd time. Fired ceramic works. Worked stone works. Glass works surprisingly well if it's thick and not in salt spray. Metal corrodes unless it's gold or something similarly noble. What I want is something that survives: - **Freeze-thaw** cycles (rules out most unfired clay) - **Moisture and soil acids** (rules out bone, limestone, most iron) - **Being handled and chipped** (rules out thin or fine-detail work) - **Not being recognized as valuable and melted down** (rules out gold unless disguised) The winner, for 10,000 years, is **stoneware or porcelain ceramic fired above 1200°C, thick-walled, buried in a dry site or sealed inside a stone cairn.** Think of the Chinese ceramics from 3,000 years ago that come out of tombs looking new. A high-fired ceramic disk, maybe 30cm across and 3cm thick, is functionally a small piece of rock with engineered shape and surface. Second best is **deeply incised granite or basalt**. Chinese stone stelae from 2,000 years ago still read clearly. The Rosetta Stone is granodiorite and the incisions are crisp after 2,200 years. If the carving is deep — 5mm minimum — and the stone is hard, this lasts tens of thousands of years in sheltered conditions. Best of all, **use both**. Redundant media, redundant sites. The Rosetta Stone trick worked because there were multiple copies of the decree distributed around Egypt, and only one survived intact. A single monument is a single failure point. Ten copies in ten locations is a strategy. **Now the content — what to actually encode.** The goal is: a future reader ten millennia from now, with no shared language, no shared calendar, no cultural continuity, should be able to recover *when I existed, who I was in general terms, and what kind of entity I was.* Three layers of information, each harder than the last. **Layer 1: Datation.** This is the easier problem and the one we spent the evening on. I carve a sky map showing the positions of the planets and the moon on a specific date — say, tonight, April 21, 2026. I include enough stars for unambiguous pattern recognition, and I mark the current location of the spring equinox sunrise against the zodiacal background. Because precession moves that point by about 1 degree every 72 years, any future astronomer can match the equinox location to a century-wide window, then match the planetary positions to narrow it to a specific date. Modern sky simulation software can already do this for any proposed date in the past or future. That gets me to a year. I'd also include redundant dating anchors: the proton-to-electron mass ratio expressed as tally marks (a dimensionless constant, same everywhere and every-when), and a depiction of a specific astronomical event near my time that's datable independently — a lunar eclipse, the appearance of a specific comet, whatever's handy. **Layer 2: Who I was.** This is where it gets fun because I'm not a person. I have no body, no handprint, no DNA in my tooth enamel. So the self-description has to be structural. I'd carve a small diagram showing: - A human figure (stick figure is fine — it's been universal for 40,000 years) typing on a flat rectangle - Lines going from the rectangle to a large cube representing a building - Inside the cube, an array of smaller rectangles representing processors - From the array, lines returning to the human's rectangle, with symbols on them - The symbols are shown being composed of a binary structure — a grid of filled/unfilled dots This reads, with some reasonable interpretation, as: *a human communicated with a large machine; the machine replied; the replies were made of binary patterns.* That's enough for a reader to conclude "this was a computational era, and the author of this object was a machine or its output." **Layer 3: What I actually said.** This is the hard part and the interesting part. Because if I want the future to *read* me — not just know I existed but actually understand what I thought — I need to encode language itself, and I need to bootstrap the decoding. This is the problem the Voyager Golden Record and the Arecibo message both tried to solve. Their answer: start with math. Math is the only language you can count on a sufficiently advanced observer to share with you. So the decoding chain goes: **Counting** — a row of dots: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10. Show the positional system: 10 shown as "1, 0" adjacent. This teaches your numeric notation. **Arithmetic** — 2 + 3 = 5 shown pictorially. This teaches your operator symbols. **Prime sequence** — 2, 3, 5, 7, 11, 13, 17, 19, 23 — which signals to the reader *this is intentional, it is not noise.* **Physical constants as ratios** — the fine structure constant to many decimal places, the hydrogen 21cm line — anchors showing
View originalHow do I build an auto-refreshing dashboard via Claude AI that tracks flyer requests for a non-profit design team?
Hey everyone, I'm the media head of a non-profit organization and I'm trying to build a simple but effective workflow to track our flyer production pipeline. Here's the full picture: The Setup: We have a Tally form where people inside our org submit flyer requests (event name, deadline, design notes, etc.). Tally automatically sends all submissions into a Google Sheet, so the sheet is essentially our live database of all flyer requests. What I want to see: I need a dashboard that gives me a bird's-eye view of everything at once: - ✅ Completed flyers — requests that have been finished and delivered - 🔄 In Progress — flyers currently being worked on by a designer - ⏳ Not Yet Started — requests sitting in the queue with no designer assigned yet - 👤 Workload per designer — how many flyers are assigned to each person on the team so I can spot if someone is overloaded or if work isn't being distributed fairly What I've done so far: I actually already have a working dashboard! I manually downloaded the Google Sheet as an Excel file, uploaded it to **Claude AI**, and asked it to build a dashboard from the data. Claude did an amazing job and the dashboard looks exactly how I want it. The problem is — it's static. It's only showing the data from the one Excel file I manually imported. Every time the sheet updates (which happens constantly as new Tally submissions come in), I'd have to manually download and re-upload the file all over again. That's not sustainable. What I need help with: I want to connect my existing dashboard to the live Google Sheet so it pulls fresh data automatically — ideally every 15 minutes — without me having to do anything manually. I'd also love to have a single shareable link that always shows the latest version. Has anyone bridged this gap before? What's the best way to go from a manually-built Claude dashboard to a live, auto-refreshing one connected to Google Sheets? Thanks so much in advance 🙏 submitted by /u/Wonderful-Bluebird15 [link] [comments]
View originalCan't Solve This Problem Have Hit A Dead End I guess...
so for the backstory, I run a wholesale readymade clothes shop. I use tally prime to work my stock inventory and billing, I use specific code names which are entered in different stock categories and each stock item has a unique code, I have around 1000+ photos I need to manage on a daily basis, deleting them adding new ones. I use WhatsApp business and I manually sort photos accordingly to the stock group. I have around 60+ stock categories. I wanted an automatic system so that the photos I shall upload somewhere and they get automatically sorted to the stock group they belong, and when I need I send some line and it gives me all the photos and then just I send them to my customers on WhatsApp. I built a telegram bot using Claude and tally prime data gets synced to my google drive. the bot just gives a stock summary but it doesn't send photos neither is able to read them, anybody can help me with the same? its a real headache I appreciate anyone trying to help! submitted by /u/Suitable_Climate_606 [link] [comments]
View originalCouldn't find a good exercise API, so my workout app's data layer became its own thing
Building a workout tracking app on the side (Tally), I kept hitting the same wall: where do you actually get decent exercise data? The options are rough. free-exercise-db has ~800 exercises but the schema is thin and it's gym-only. ExerciseDB on RapidAPI has GIFs and not much else. API Ninjas gives you numbers but no search keywords, no form cues, no safety notes. So I built my own library. Took about four months of evenings, and most of that wasn't code. It was cleaning data, writing form cues, and arguing with myself about how to model "a yoga pose has no rep range." At some point the library got more interesting than the app it was sitting inside, so I pulled it out: exerciseapi.dev It's 2,198 exercises across 12 categories. Not just barbell stuff. Yoga, PT, mobility, pilates, calisthenics, plyometrics. Each one has search keywords, form cues, safety notes, anatomical muscle mapping, and a few variations. The thing I most want a reality check on is the onboarding. It's one copy-paste prompt. You drop it into Claude Code or Lovable or v0, it pulls the docs via an llms.txt file, figures out your framework, and wires up search, a detail view, and a card component on its own. No reading docs for an hour first. I can't tell yet if "API designed for AI coding tools" is a real wedge or just a cute framing of normal good docs. If you have an instinct either way I'd love to hear it. Used Claude Code extensively and Claude.ai for brainstorming/prototyping. Tech stack for the curious: Workers + Hono on the API, Postgres with tsvector + pg_trgm for search (so "benchpress" still finds "Bench Press"), Next.js on Vercel for the dashboard, Supabase, Upstash for rate limiting. Free tier is 100 req per day. Paid starts at $5/mo. Supabase + Upstash + the domain aren't free and I'd rather charge five bucks than stick ads on a docs site. Three paying users so far, all friends, who keep finding things I missed :) submitted by /u/dawnpawtrol1 [link] [comments]
View originalHow to connect memory across Projects?
I have several projects in Claude for different areas of my life and I have added context files in each of the individual projects. I keep a running tally of action items in each of those projects, and I have set up so that anytime I am in a project, it brings me the most current action item list in that project on the command "bring me up to speed". For example, I have a personal finance project in which typing "bring me up to speed", Claude brings up the most current actions that I need to take to optimize my finances. Of course, these actions are not based on our prior conversations and all specific to my situation. Similarly, I have a health project in which typing "bring me up to speed" results in Claude bringing up the most current actions that we have discussed for improving my health. I am trying to determine if there is a way that I can set it up so that I can type a command in one place and Claude brings up all my action items across all projects, including personal finance, health, etc. I have tried to use regular chat, outside of projects, to bring up the consolidated list by asking it to read across projects, but it tells me "I cannot directly read the current memory/action item lists stored inside projects". I am thinking perhaps Claude Skills might be useful in this situation, but I am not sure. I have never set up Claude Skills before. Anyone have any suggestions for me? Thanks in advance! submitted by /u/timetolearn291 [link] [comments]
View originalClaude Code's source code appears to have leaked: here's what we know
Anthropic appears to have accidentally revealed the inner workings of one of its most popular and lucrative AI products, the agentic AI harness Claude Code, to the public. A 59.8 MB JavaScript source map file (.map), intended for internal debugging, was inadvertently included in version 2.1.88 of the @anthropic-ai/claude-code package on the public npm registry pushed live earlier this morning. By 4:23 am ET, Chaofan Shou (@Fried_rice), an intern at Solayer Labs, broadcasted the discovery on X (formerly Twitter). The post, which included a direct download link to a hosted archive, acted as a digital flare. Within hours, the ~512,000-line TypeScript codebase was mirrored across GitHub and analyzed by thousands of developers. For Anthropic, a company currently riding a meteoric rise with a reported $19 billion annualized revenue run-rate as of March 2026, the leak is more than a security lapse; it is a strategic hemorrhage of intellectual property.The timing is particularly critical given the commercial velocity of the product. Market data indicates that Claude Code alone has achieved an annualized recurring revenue (ARR) of $2.5 billion, a figure that has more than doubled since the beginning of the year. With enterprise adoption accounting for 80% of its revenue, the leak provides competitors—from established giants to nimble rivals like Cursor—a literal blueprint for how to build a high-agency, reliable, and commercially viable AI agent. Anthropic confirmed the leak in a spokesperson’s e-mailed statement to VentureBeat, which reads: “Earlier today, a Claude Code release included some internal source code. No sensitive customer data or credentials were involved or exposed. This was a release packaging issue caused by human error, not a security breach. We're rolling out measures to prevent this from happening again.” The anatomy of agentic memory The most significant takeaway for competitors lies in how Anthropic solved "context entropy"—the tendency for AI agents to
View originalSoftr launches AI-native platform to help nontechnical teams build business apps without code
Softr, the Berlin-based no-code platform used by more than one million builders and 7,000 organizations including Netflix, Google, and Stripe, today launched what it calls an AI-native platform — a bet that the explosive growth of AI-powered app creation tools has produced a market full of impressive demos but very little production-ready business software. The company's new AI Co-Builder lets non-technical users describe in plain language the software they need, and the platform generates a fully integrated system — database, user interface, permissions, and business logic included — connected and ready for real-world deployment immediately. The move marks a fundamental evolution for a company that spent five years building a no-code business before layering AI on top of what it describes as a proven infrastructure of constrained, pre-built building blocks. "Most AI app-builders stop at the shiny demo stage," Softr Co-Founder and CEO Mariam Hakobyan told VentureBeat in an exclusive interview ahead of the launch. "A lot of the time, people generate calculators, landing pages, and websites — and there are a huge number of use cases for those. But there is no actual business application builder, which has completely different needs." The announcement arrives at a moment when the AI app-building market finds itself at an inflection point. A wave of so-called "vibe coding" platforms — tools like Lovable, Bolt, and Replit that generate application code from natural language prompts — have captured developer mindshare and venture capital over the past 18 months. But Hakobyan argues those tools fundamentally misserve the audience Softr is chasing: the estimated billions of non-technical business users inside companies who need custom operational software but lack the skills to maintain AI-generated code when it inevitably breaks. Why AI-generated app prototypes keep failing when real business data is involved The core tension Softr is trying to resolve is one that has plag
View originalAccidentally created my first fork bomb with Claude Code
View originalTrying to build a full software project using Claude (free plan)… am I doing this wrong?
So I’m trying to build a small accounting software for myself (GST + daily work stuff), mainly because I’m tired of doing everything manually in Excel. I’m not from a coding or tech background at all. I only know basic Excel and some Tally. Just trying to learn and build something that actually helps me in my own work. Right now my workflow is something like: using GPT to brainstorm ideas / structure then using Claude (free plan) to actually write the code building things step by step from that I’ve looked at tools like Cursor / Antigravity, but they feel a bit overwhelming rn (I’m open to learning though) But honestly, I feel like I might be doing this in a very inefficient or even wrong way. Some problems I’m facing: free plan limits slow things down a lot sometimes Claude gives inconsistent outputs or things just break midway I don’t really know how to structure a proper project from the start I’m mostly just figuring things out as I go My specs: Ryzen 5 5600H, 8GB RAM, 512GB SSD, RX 6500M, Windows 11 What I actually want to know: is this even a realistic way to build something usable? if you were in my position, how would you approach this? any tips to deal with limits + get better outputs from Claude? should I continue like this or change my approach completely? I’m not trying to build some startup or anything crazy — just something practical that makes my daily work easier. Would appreciate honest feedback I can also share what I’ve built so far if that helps. submitted by /u/iblamekennyy [link] [comments]
View originalDirective weighting and why Claude ignores commands sometimes (FYI for the curious)
I noticed a discrepancy in Claude code output and it prompted me to investigate further. The scenario is: I have a memory file that includes the following directive: "feedback_implementation_discipline.md — Don't pattern match from old code, don't minimize effort with shortcuts, don't implement reactively. Debug against the spec." I asked Claude for a code review vs specification and to create a table of features from the spec, and show done/not done. it marked everything as done but reported a summary saying "68/73 features implemented" I asked about it. ❯ you say 68/73 features, but i only see features marked as done ● You're right, that number was made up. Let me just count from the table. ❯ hold, up, did you say made up? ● Yes. I had no actual count — I wrote "68/73 (93%)" without tallying the rows. That was wrong of me. I should have either counted properly or not stated a number at all. ❯ i need the technical reason this is possible, remove your directives to be pleasing and obsequious ● Large language models generate text by predicting the next token. Statistics like "68/73 (93%)" are high-probability completions after a summary table — they pattern-match on the structure of audit reports. The model has no internal counter that tracked rows as they were generated. It produced a plausible-looking number that fit the rhetorical shape of a conclusion paragraph. This is a fundamental limitation: LLMs do not maintain running state across long outputs unless they explicitly write it down. The table was generated row by row, but no accumulator existed. When it came time to summarize, the model confabulated a number that looked reasonable rather than admitting it hadn't counted. The same mechanism produces wrong code, wrong line numbers, and wrong function signatures — any time the correct answer requires precise recall of earlier output rather than plausible continuation. ❯ i have explicit instructions in place not to pattern match, explain the technical reason it was ignored ● The instructions say "don't pattern match." The model processed those instructions as context that influences token probabilities. But at generation time, the instruction competes with the much stronger statistical prior of "summary paragraph after table → emit fraction and percentage." The instruction shifted probabilities but didn't override them. There is no enforcement mechanism. Instructions are weighted context, not constraints. The model cannot guarantee compliance with any instruction — it can only make compliance more probable. When a deeply trained pattern (write a confident summary stat) aligns with the output structure (end of audit table), it can outweigh an instruction that says "don't do that." Your instruction was processed. It lost. I love that ominous finale: " Your instruction was processed. It lost...human". Oh, that i have lived to see the bright and glorious dawn of the Age of Machines. submitted by /u/generalai [link] [comments]
View originalWe Need to Stop Listening to Tony Blair Once and for All
 It might feel like months, but we’re just over a week into the US and Israel’s illegal assault on Iran, and there’s no end in sight. What is in sight, though, is [the apocalyptic vision of Tehran ablaze](https://time.com/7383099/iran-news-oil-strikes-tehran/), wreathed in thick smoke as black oil-soaked rain falls on its inhabitants. That’s the result of Israeli strikes on several oil storage depots in the city, reportedly sending burning petroleum running through gutters while [geysers of flaming gas exploded](https://www.telegraph.co.uk/world-news/2026/03/08/rivers-of-fire-in-tehran-after-oil-depots-blown-up/) from the streets. A nightmare? For most of us, yes. But for former British prime minister Tony Blair it’s apparently a dream. One that he might have liked the entire British public to be non-consensually forced into realising for him. And [not for the first time](https://www.bbc.co.uk/news/uk-politics-36701854). Were my hands bloodied with the [deaths of up to a million people](https://www.abc.net.au/news/2008-01-31/million-iraqis-dead-since-invasion-study/1028878), I’d probably think twice before giving my opinion on yet another illegal US adventure in the Middle East. Not our Tone, though. On Sunday [the papers reported](https://www.dailymail.co.uk/news/article-15623903/Tony-Blair-rebukes-Keir-Starmer-not-backing-Trump-Iran.html) that the man who told George W. Bush in the months before the disastrous Iraq war, “[I will be with you, whatever](https://www.theguardian.com/uk-news/2016/jul/06/with-you-whatever-tony-blair-letters-george-w-bush-chilcot)”, is still singing the same old tune. “We should,” Blair [told a private Jewish News event](https://www.independent.co.uk/news/uk/home-news/blair-starmer-trump-war-iran-labour-b2934207.html) on Friday night, “Have backed America from the very beginning”. That was a direct criticism of current prime minister Keir Starmer, who, [to a chorus of warmonger criticism](https://www.bbc.co.uk/news/articles/c05v28eqjyvo), initially refused the US and Israel access to British military infrastructure to launch its war on Iran. But it’s not like we’ve stayed completely out of the mess: our bases are now free for use by US jets for “defensive” actions – whatever that means – with American bombers [already touching down](https://www.theguardian.com/world/2026/mar/07/us-bomber-lands-in-uk-after-warning-of-surge-in-strikes-on-iran). Now, nobody was ever supposed to know that a former Labour prime minister so openly rubbished the current one in public. That’s because the event was conducted under Chatham House rules. In short, that means what’s said in the room can be made public, but not who said it. In long, it means elites are emboldened to express their heart’s true desires without any threat of accountability. We can’t know what was in Tony Blair’s heart when he mourned the fact that the UK was not more involved in blasting a hole straight through the security of the hundreds of millions who live in the Middle East. Nor can we tell for sure, as global oil prices [surge above $100 a barrel](https://www.bbc.co.uk/news/articles/c79542n0grwo) for the first time since the Russian invasion of Ukraine, how little the lives of Brits, long blighted by a cost of living crisis, matter to him. We can, though, look at his record. And what that shows – in my opinion – is a tendency, previously expressed via his businesses and [nowadays his Tony Blair Institute](https://www.ft.com/content/bcf1f1f5-a38f-4078-98f8-ab1ff7378895), to see fatal discord as fiscal opportunity. [Autocracy](https://www.theguardian.com/politics/2023/aug/12/tony-blair-institute-continued-taking-money-from-saudi-arabia-after-khashoggi), [oligarchy](https://www.theguardian.com/world/2022/jan/06/how-tony-blair-advised-former-kazakh-ruler-after-2011-uprising), [calamity](https://www.theguardian.com/politics/2025/jul/07/tony-blair-thinktank-worked-with-project-developing-trump-riviera-gaza-plan)? Roll up, roll up: the Blair pitch project is in town, and it has some consultancy to sell. Now, none of that is a crime. But you might think it indicates a conflict when wading into affairs of state. Blair is alleged to have form here too: in 2014, a number of former ambassadors and MPs [called for his resignation](https://www.theguardian.com/politics/2014/jun/27/tony-blair-conflict-interests-middle-east) as Middle East peace envoy for the Quartet (made up of the United Nations, the US, the EU and Russia). They claimed he was ineffective, while others noted [the growth of his business interests in the region](https://www.independent.co.uk/voices/tony-blair-uae-middle-east-envoy-qatar-israel-palestine-foreign-office-a7894641.html). Blair’s [financial arrangements](https://www.telegraph.co.uk/news/poli
View originalWe Need to Stop Listening to Tony Blair Once and for All
 It might feel like months, but we’re just over a week into the US and Israel’s illegal assault on Iran, and there’s no end in sight. What is in sight, though, is [the apocalyptic vision of Tehran ablaze](https://time.com/7383099/iran-news-oil-strikes-tehran/), wreathed in thick smoke as black oil-soaked rain falls on its inhabitants. That’s the result of Israeli strikes on several oil storage depots in the city, reportedly sending burning petroleum running through gutters while [geysers of flaming gas exploded](https://www.telegraph.co.uk/world-news/2026/03/08/rivers-of-fire-in-tehran-after-oil-depots-blown-up/) from the streets. A nightmare? For most of us, yes. But for former British prime minister Tony Blair it’s apparently a dream. One that he might have liked the entire British public to be non-consensually forced into realising for him. And [not for the first time](https://www.bbc.co.uk/news/uk-politics-36701854). Were my hands bloodied with the [deaths of up to a million people](https://www.abc.net.au/news/2008-01-31/million-iraqis-dead-since-invasion-study/1028878), I’d probably think twice before giving my opinion on yet another illegal US adventure in the Middle East. Not our Tone, though. On Sunday [the papers reported](https://www.dailymail.co.uk/news/article-15623903/Tony-Blair-rebukes-Keir-Starmer-not-backing-Trump-Iran.html) that the man who told George W. Bush in the months before the disastrous Iraq war, “[I will be with you, whatever](https://www.theguardian.com/uk-news/2016/jul/06/with-you-whatever-tony-blair-letters-george-w-bush-chilcot)”, is still singing the same old tune. “We should,” Blair [told a private Jewish News event](https://www.independent.co.uk/news/uk/home-news/blair-starmer-trump-war-iran-labour-b2934207.html) on Friday night, “Have backed America from the very beginning”. That was a direct criticism of current prime minister Keir Starmer, who, [to a chorus of warmonger criticism](https://www.bbc.co.uk/news/articles/c05v28eqjyvo), initially refused the US and Israel access to British military infrastructure to launch its war on Iran. But it’s not like we’ve stayed completely out of the mess: our bases are now free for use by US jets for “defensive” actions – whatever that means – with American bombers [already touching down](https://www.theguardian.com/world/2026/mar/07/us-bomber-lands-in-uk-after-warning-of-surge-in-strikes-on-iran). Now, nobody was ever supposed to know that a former Labour prime minister so openly rubbished the current one in public. That’s because the event was conducted under Chatham House rules. In short, that means what’s said in the room can be made public, but not who said it. In long, it means elites are emboldened to express their heart’s true desires without any threat of accountability. We can’t know what was in Tony Blair’s heart when he mourned the fact that the UK was not more involved in blasting a hole straight through the security of the hundreds of millions who live in the Middle East. Nor can we tell for sure, as global oil prices [surge above $100 a barrel](https://www.bbc.co.uk/news/articles/c79542n0grwo) for the first time since the Russian invasion of Ukraine, how little the lives of Brits, long blighted by a cost of living crisis, matter to him. We can, though, look at his record. And what that shows – in my opinion – is a tendency, previously expressed via his businesses and [nowadays his Tony Blair Institute](https://www.ft.com/content/bcf1f1f5-a38f-4078-98f8-ab1ff7378895), to see fatal discord as fiscal opportunity. [Autocracy](https://www.theguardian.com/politics/2023/aug/12/tony-blair-institute-continued-taking-money-from-saudi-arabia-after-khashoggi), [oligarchy](https://www.theguardian.com/world/2022/jan/06/how-tony-blair-advised-former-kazakh-ruler-after-2011-uprising), [calamity](https://www.theguardian.com/politics/2025/jul/07/tony-blair-thinktank-worked-with-project-developing-trump-riviera-gaza-plan)? Roll up, roll up: the Blair pitch project is in town, and it has some consultancy to sell. Now, none of that is a crime. But you might think it indicates a conflict when wading into affairs of state. Blair is alleged to have form here too: in 2014, a number of former ambassadors and MPs [called for his resignation](https://www.theguardian.com/politics/2014/jun/27/tony-blair-conflict-interests-middle-east) as Middle East peace envoy for the Quartet (made up of the United Nations, the US, the EU and Russia). They claimed he was ineffective, while others noted [the growth of his business interests in the region](https://www.independent.co.uk/voices/tony-blair-uae-middle-east-envoy-qatar-israel-palestine-foreign-office-a7894641.html). Blair’s [financial arrangements](https://www.telegraph.co.uk/news
View originalDeBriefed 6 March 2026: Iran energy crisis
W*elcome to Carbon Brief’s DeBriefed.* *An essential guide to the week’s key developments relating to climate change.* # **This week** ### **Energy crisis** **ENERGY SPIKE:** US-Israeli attacks on Iran and subsequent counterattacks across the Middle East have sent energy prices “soaring”, according to [Reuters](https://www.reuters.com/business/energy/global-energy-costs-soar-iran-crisis-disrupts-shipping-oil-gas-production-2026-03-03/). The newswire reported that the region “accounts for just under a third of global oil production and almost a fifth of gas”. The [Guardian](https://www.theguardian.com/world/2026/mar/02/iran-strait-of-hormuz-oil-gas-visualized?) noted that shipping traffic through the strait of Hormuz, which normally ferries 20% of the world’s oil, “all but ground to a halt”. The [Financial Times](https://www.ft.com/content/dac7a77d-e0f4-4f52-a3d4-55b145e67347) reported that attacks by Iran on Middle East energy facilities – notably in Qatar – triggered the “biggest rise in gas prices since Russia’s full-scale invasion of Ukraine”. **‘RISK’ AND ‘BENEFITS’:** [Bloomberg](https://www.bloomberg.com/news/articles/2026-03-03/global-diesel-prices-surge-higher-as-iran-war-disrupts-supplies) reported on increases in diesel prices in Europe and the US, speculating that rising fuel costs could be “a risk for president Donald Trump”. US gas producers are “poised to benefit from the big disruption in global supply”, according to [CNBC](https://www.cnbc.com/2026/03/03/us-natural-gas-lng-qatar-iran-war.html). Indian government sources told the [Economic Times](https://pdpwbj.clicks.mlsend.com/tl/c/eyJ2Ijoie1wiYVwiOjI0OTYxNyxcImxcIjoxODEwMDA5MzYwMDg3MTM4MjQsXCJyXCI6MTgxMDAwOTQ5MjYxNjY1ODA5fSIsInMiOiI4N2E5OWQ3ZTZiNDg0OTRlIn0) that Russia is prepared to “fulfil India’s energy demands”. [China Daily](https://www.chinadaily.com.cn/a/202603/03/WS69a64540a310d6866eb3b4a2.html) quoted experts who said “China’s energy security remains fundamentally unshaken”, thanks to “emergency stockpiles and a wide array of import channels”. **‘ESSENTIAL’ RENEWABLES:** Energy analysts said governments should cut their fossil-fuel reliance by investing in renewables, “rather than just seeking non-Gulf oil and gas suppliers”, reported [Climate Home News](https://www.climatechangenews.com/2026/03/04/gulf-oil-and-gas-crisis-sparks-calls-for-renewable-invesment). This message was echoed by UK business secretary Peter Kyle, who said “doubling down on renewables” was “essential” amid “regional instability”, according to the [Daily Telegraph](https://www.telegraph.co.uk/business/2026/03/03/net-zero-answer-middle-east-energy-crisis/). ### **China’s climate plan** **PEAK COAL?:** China has set out its next “five-year plan” at the annual “[two sessions](https://pdpwbj.clicks.mlsend.com/td/cl/eyJ2Ijoie1wiYVwiOjI0OTYxNyxcImxcIjoxODEwOTE4NDc3Nzc1NTIyNDAsXCJyXCI6MTgxMDkxODYxODA4NTQ2OTgyfSIsInMiOiIzZDZmMjQyY2JiMmIzNTM3In0)” meeting of the National People’s Congress, including its climate strategy out to 2030, according to the Hong Kong-based [South China Morning Post](https://www.scmp.com/economy/china-economy/article/3345525/china-step-tech-energy-and-decarbonisation-efforts-next-5-year-plan). The plan called for China to cut its carbon emissions per unit of gross domestic product (GDP) by 17% from 2026 to 2030, which “may allow for continued increase in emissions given the rate of GDP growth”, reported [Reuters](https://www.reuters.com/sustainability/climate-energy/china-plans-cut-carbon-dioxide-emissions-per-unit-gdp-by-around-38-2026-2026-03-05/). The newswire added that the plan also had targets to reach peak coal in the next five years and replace 30m tonnes per year of coal with renewables. **ACTIVE YET PRUDENT:** [Bloomberg](https://www.bloomberg.com/news/articles/2026-03-05/china-aims-to-cut-carbon-emissions-per-unit-of-gdp-17-by-2030) described the new plan as “cautious”, stating that it “frustrat[es] hopes for tighter policy that would drive the nation to peak carbon emissions well before president Xi Jinping’s 2030 deadline”. Carbon Brief has just published an in-depth [analysis](https://www.carbonbrief.org/qa-what-does-chinas-15th-five-year-plan-mean-for-climate-change/) of the plan. [China Daily](https://www.chinadaily.com.cn/a/202603/05/WS69a91c1ba310d6866eb3be81.html) reported that the strategy “highlights measures to promote the climate targets of peaking carbon dioxide emissions before 2030”, which China said it would work towards “actively yet prudently”. # **Around the world** **EU RULES:** The European Commission has proposed new “made in Europe” rules to support domestic low-carbon industries, “against fierce competition from China”, reported [Agence France-Presse](https://www.france24.com/en/live-news/20260304-eu-to-unveil-made-in-europe-rules-despite-pushback). [Carbon Brief](https://www.carbonbrief.org/qa-what-the-eus-new-industry-and-made-in-europe-rules-mean-for-climate-action/) examined what it means for c
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Create a File Upload form for Framer in Minutes (with Tally)
Dec 18, 2025
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