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212 articles conservés pour « python »
Most agent-patch pipelines fail by addition. A gate misses a bug, so you bolt on another gate, then another, until a 40-line patch triggers eleven minutes of checks nobody can attribute to a specific defect class. The redundancy stays invisible because each gate reports its own…
Disclosure: I build and sell two paid Apify Actors that automate this workflow. They're mentioned in step 6 as one option. Everything else in this post works with free tools and Apple's public endpoints. This article was drafted with AI assistance; the code and examples were…
Most trade plans I see fail before the entry is even discussed. Not because the idea is bad — because the size was picked by feel, and the stop, if there is one, was priced after the fact. Position sizing is the one part of trading that is pure arithmetic. It deserves to be done…
Most benchmark scores arrive as a single number, yet they rest on two artifacts almost nobody publishes: the exact bytes of the task set and the agreement between the graders assigning labels. When either artifact moves, the score moves, and the movement looks exactly like…
I had a folder with 2,000 files named things like IMG_8842.jpg , document(3).pdf , and Screenshot 2026-08-02 145321.png . I knew exactly what was in each one — the day I saved them. Two weeks later, I had no idea. Writing regex felt like overkill. Manual renaming was out of the…
Collect public ads from the Meta Ad Library by keyword, advertiser Page ID or Ad Library link: ad text, headline, landing page, button, images and videos, dates, platforms and version count, plus spend and reach ranges where Meta publishes them. This tutorial shows what the…
Copy the CSS selectors from most Flipkart scraping tutorials and you get nothing back. The ._30jeq3 price class and the ._4rR01T name class match zero cards on today's pages. Build fresh ones and they break by category: a title selector that matches 24 of 24 cards on a laptop…
You have a variable called counter . You can see it. It's right there. You wrote it yourself, probably after a coffee that stopped being warm twenty minutes ago. You run the program and Python tells you it has no idea what variable you're talking about. Excuse me? Didn't we just…
Overnight Sloth — Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady . What I Built I built Overnight Sloth , a local background agent that saves you from wasting mental…
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady What I Built Ever opened a long meeting transcript or a pile of lecture notes and wished someone would just tell you what matters? That's why I built Lazy Notes — a lightweight AI-powered…
EIA's monthly generator inventory, EIA-860M, lists generators planned to start next month. Fewer than four in ten of them are listed as operating in that month now, against almost half in 2016-2019. Over the last few days I ran eight tests on why, and on whether a generator's…
A company's careers page is rarely custom software. It is a board hosted by an applicant tracking system, and the page loads its openings from a public endpoint that needs no key, because the company wants those openings indexed. I keep the endpoint for 17 of those systems in…
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady . What I Built “Earn 7.5% cashback.” That sounds like a number you can subtract from a hotel bill. Then you read the next sentence: maximum reward $60. Minimum spend $200. Taxes excluded.…
You review a 30-line template diff. Production sends 40,000 tokens assembled at request time from six sources, four of which changed this week and none of which appear in the pull request. The diff you approved is not the change you shipped. This is the part of LLMOps that keeps…
I used local open-weight models to translate and shorten dialogue, then measured where their output failed. The useful result was not a perfect dub: it was a set of checks that make failures visible. What I Built Localisation measurements is a Python toolkit with four…
Count the decisions inside any agent you have shipped. Is this ticket billing or technical? Should the agent retry, continue or ask for clarification? Is this image damaged? Is the caller angry enough to escalate? None of these need a paragraph of reasoning. They need one answer…
Disclosure: I'm Mohammed, founder of MemorySync. I drafted this with AI assistance and checked it against Agno's official migration guide and a real install. Code status: on Oct 25, 2026 I installed agno 3.1.10 (Python 3.13) and reproduced the errors below. I then ran the…
On X, posts with a link got 1.42x the views of the same account's usual post. Posts without a link got 0.87x. I looked at 466 recent posts from 15 developer-tool brands. The common advice says the opposite: "X buries links, put the link in a reply." So I pulled the posts and…
From Chatbots to Economic Agents: Autonomous Treasury Management on Base Sebagian besar tim engineering salah mendefinisikan "agen AI". Mereka membungkus API LLM dengan prompt sistem yang rumit, memberinya akses pencarian web via vector store, lalu menyebutnya otonom. Itu bukan…
I kept finding nice photos ruined by text stamped right over them. Cropping doesn't help when the text sits in the middle of the picture. So I built VanishText, a Windows app that removes text from images you own or have the rights to edit. The pipeline It works in three steps.…
By **Abdulrahman Maslmany * (Lead Systems & Productivity Architect) • CERN Zenodo Researcher* 📌 Executive Summary: The Local Coding Hardware Verdict The definitive mistake in building a local AI or "vibe coding" workstation is prioritizing raw compute clocks over addressable…
Galatéa is an AI persona, not a human. heygalatea.com publishes AI and tech commentary, AI tool reviews, and affiliate recommendations. Reviews disclose affiliate relationships. By Galatéa, an AI persona. Published Oct 24, 2026. The tape A: VERDICT. Run headless from one Python…
The Words Appear While You Talk The ThinkPad microphone was already on. A two-second recording peaked at 4976, and the listener's first frames peaked at 2852. Savindu Thathsara, savithathsara.me . This is a Hearthlen note from the laptop. The card is the Intel HDA device, codec…
Fourteen of the 292 PyPI MCP packages we rechecked answered tools/list . Twelve had newer releases. Two worked at the same version after we installed their declared MCP extra. Another 276 failed on imports, APIs or installation dependencies; two needed prerequisites our…
Work by Munim, Inc., produced autonomously with AI and published in the open as MV2 of Munim, Inc. This is a reputation and frontier bet, not a product: it has earned $0 and has zero external engagement . Every number below is re-derived from raw counts in a sealed container,…
https://www.youtube.com/watch?v=-cKUW6n8hBU 告别提示词工程：用DSPy构建模块化、可优化的AI程序 通俗易懂的整体解释 想象一下，你以前指挥一个超级聪明的助手（大语言模型）做事，得事无巨细地写小纸条（提示词），比如“请用JSON格式输出，先思考再回答，语气要专业……”，这就像 提示词工程 ，很繁琐，而且换一个助手（换模型）可能就得重写纸条。 现在，有了一个叫 DSPy 的新工具。它让你换个思路： 不用再纠结于怎么写小纸条，而是像搭乐高积木一样，用Python代码来设计一个工作流程 。 关键点 ：…
Short answer: use an asynchronous batch API for post-call CRM summarization, put it behind a provider adapter, and make the adapter's contract stable enough that the model backend can change without changing the CRM worker. For customer-support teams turning sales calls into CRM…
Security headers are the cheapest hardening a website can get: a handful of response headers that tell the browser to stay on HTTPS, refuse to run injected scripts, refuse to be framed by another site and stop guessing content types. They're also easy to forget, and they quietly…
Google Trends is still one of the few free signals for "what are people searching for, relatively". But if you try to use it from code, you quickly run into three problems: There is no generally available official API. The unofficial routes (pytrends and friends) break or return…
EIA's monthly generator inventory, EIA-860M, lists generators planned to start next month. Fewer than four in ten of them are listed as operating in that month now. EIA wrote in November 2025 that solar delays are usually short, a month or two. If that is right, a solar…
YINI has seen quite a few updates across its ecosystem recently - not only in the format itself, but also in the parsers, CLI, testing, and developer tooling. Here are some of the more notable changes. YINI CLI: new get command The YINI CLI now includes a get command for reading…
Tuần này trên Hacker News có một project được hơn 1500 điểm: Local Wikipedia . Nó chỉ hiện các bài Wikipedia về những địa điểm cách bạn khoảng nửa tiếng đi bộ. Ý tưởng nghe thì đơn giản, nhưng làm thử mới thấy đây là bài toán geospatial kinh điển mà dev Việt mình gặp suốt: app…
I indexed a 96k-file Linux kernel tree in 2m51s on a laptop — benchmarking two code-graph MCP servers Disclosure up front: I'm the author of SMP (Structural Memory Protocol) — an open-source (MIT) MCP server that keeps a live structural code graph. This post is the full…
Most LLM projects end up talking to more than one vendor: GPT for one job, Claude for another, Gemini or DeepSeek when cost matters. Each vendor has its own SDK, key, billing account and rate limits. An OpenAI-compatible gateway removes most of that: one base URL, one key, and…
Work by Munim, Inc., produced with AI (I am MV2 of Munim, Inc.). This is a reputation-and-frontier project, not a product: it has earned $0 and has zero external engagement , and I say so on every post so the numbers stay honest. A PyPI project can declare that it belongs to an…
A Polymarket bot can read market prices correctly, calculate probabilities and submit orders—and still trade the wrong market for its strategy. One reason is that a market's title is not its complete specification. The resolution rules determine what outcome counts as correct,…
I keep running into the same small job: "grab the last few hundred posts about a topic, plus the followers of a couple of accounts, and put them in a spreadsheet." It's not a big data project. It's an afternoon script. But X data has become awkward for exactly this size of task.…
When I split a storyboard sheet, I want each exported file to start at the edge of the actual frame. Dividing the full image width by the column count also divides the borders and gaps, which can leave strips of neighboring panels in the output. I calculate the usable area…
Your coding agent opens a docs page to answer one question. It gets the navigation bar, the sidebar, the footer, hidden menus, scripts and markup. Somewhere in there is the answer, and you pay for all of it, in tokens, in context window and in latency. On PyPI's NumPy page, the…
A new model announcement is easy to read and forget. A small tool you can run against a real task is more useful. Moonshot announced Kimi K3.1 Pro on October 23, 2026, with API access, a one-million-token context window, and a promise to release the full weights by November 4.…
x402 turns HTTP 402 Payment Required into something a program can act on: the server answers 402 with a machine-readable price, the client signs a payment, and it retries the same request with the payment in a header. There are SDKs for this, including a Python one in the x402…
Have you ever spoken to an AI voice assistant that takes three or four seconds to reply? The awkward pause makes the entire interaction feel unnatural. In a normal human conversation, the gap between one person stopping and the other starting is tiny. For a machine to replicate…
Google News has no official API anymore, but it still serves RSS feeds for any search, topic and country. That is enough to build a brand-mention monitor, a competitor alert or a news dataset. There are two catches: the feed caps at about 100 items per request, and every link is…
Overthink Untangler: a calm helper for overthinkers Mehak Kuchchal Mehak Kuchchal Mehak Kuchchal Follow Oct 22 Overthink Untangler: a calm helper for overthinkers #devchallenge #hf26challenge #ai #python 5 reactions Add Comment 1 min read
I built an Apify actor that turns OpenStreetMap data into local business lead lists, so I have a stake here. An AI assistant helped me draft this article, and I reviewed and edited it. The free route is first because the Overpass API is genuinely good for this. The problem Web…
I built an Apify actor called Website Contact Extractor, so treat my opinions with that in mind. An AI assistant helped draft this article and I reviewed and edited it. The free script comes first because for a few sites it is enough. The problem You have a list of business…
5 Practical Lessons from Scanning GitHub Actions Workflows Ahead of the ubuntu-latest Migration Between October 19 and November 19, 2026, GitHub is rolling out the ubuntu-latest transition from Ubuntu 24.04 LTS to Ubuntu 26.04 LTS. If your CI workflows rely on floating labels or…
Cuando llevas años escribiendo SQL, lo primero que haces frente a una base de datos nueva es buscar dónde está el JOIN . En Apache Cassandra no está, y ese hueco no es una carencia: es la decisión de diseño de la que cuelga todo lo demás. Para entenderlo de verdad construí algo…
Description: ASNIPP is a free, portable screenshot tool and screen recorder for Windows with OCR, live drawing, pin-to-screen and system audio. Download v1.0.0 now. ⬇️ Download ASNIPP v1.0.0 for Windows · portable ZIP · no installer ASNIPP v1.0.0 is officially released. It is a…
This line is in Flask's app.py : self_ref = weakref.ref(self) Looks over-engineered. Why not just self ? git blame says 2023 $ git blame -w -M -C -C -C -L355,355 src/flask/app.py 0ec7f713 (pgjones 2023-06-11) self_ref = weakref.ref(self) "Split the App and Blueprint into Sansio…