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For about a year I've done all my development through workflows, and most of that year has gone into maintaining them. When a run came out wrong, I read the run, found the part of the mechanism that produced it, and changed that. Not the prompt for next time. The mechanism. That habit was cheap insurance when it was optional. It is not optional now. What changed Older models ignored a lot of what you told them, and that was load-bearing. If two of your skills gave conflicting ...

I built Blog2Thread — paste a blog URL or text, get a ready-to-post X/Twitter thread. No account. No database of users. Why no-login draft tools win for indie makers Most "blog to thread" tools either: force signup before you see output, or gate voice-training / scheduling behind paywalls For the draft step, that friction is wrong. I want: paste → draft → copy. Scheduling and voice memory belong in paid tools (Typefully, Hypefury, etc.) after you have text. ...

Before 2017, most language AI systems relied on Recurrent Neural Networks (RNNs) and LSTMs. They worked, but they had a fundamental limitation: they processed information sequentially. Every token depended on the previous token's hidden state, making training slow, difficult to parallelize, and increasingly ineffective for long contexts. Then came a research paper from Google: Attention Is All You Need (Vaswani et al., 2017) The paper introduced the Transformer , an architect...

LangGraph4j 1.9.0 is out! LangGraph4j 1.9.0 is out! With the 1.8.x release stream now in LTS, development moves forward on 1.9 with improvements to streaming, persistence, and the infrastructure for building agents in Java. This release is an important step toward workflows that are easier to follow while they run and easier to inspect after they finish. A node can now report progress output before returning its result, checkpoint savers have a richer execution lifecycle, and Stud...

Jev ทำ SEO audit 586 หน้าใน 45 วินาที ถูกกว่า Opus 190 เท่าจริงไหม โดย Nokka (นก-กา) | 19 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka ข้อความในเครื่องหมายคำพูดที่เป็นคำแปลเป็นคำแปลของผม ไม่ใช่สำเนาต้นฉบับ วันที่ 18 กันยายน 2026 บัญชี @borjafat บน X โพสต์ผลรันที่คนในวงการ SEO แชร์ต่อกันมาก เขาให้ Jev ตรวจโครงสร้างลิงก์ภายในเว็บไซต์ของเขา ผลที่ได้คืออ่านครบ 586 หน้าใน 4...

GitHub: https://github.com/abrownfox0/abrownfox001-twap60-prediction-trigger-system YouTube walkthrough: https://www.youtube.com/watch?v=XzhugRL6BV4 Live profile: https://polymarket.com/@abrownfox001 Part 3 was about making clob.ts boring enough to survive a matching-engine rewrite. Part 4 is the refusal list. Platforms ship surface when rails are unstable. Most of that surface does not belong inside a BTC 5-minute TWAP engine. 1. The Rule If it does not hel...

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LLMs are trained to generate natural language. However, various strands of evidence indicate that an LLM's externalized linguistic outputs and mechanistically-extracted linguistic features can be an unreliable lens for understanding internal model computation. We introduce the term linguistic illegibility to broadly refer to scenarios in which an LLM's externalized or mechanistically-probed language artifacts fail to represent how the model actually thinks. We argue that the specter of linguis...

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The SkyNomad—with heated floors, a projector, a pop-up roof, a fridge, swiveling seats, and over 1,000 miles of range—is a “luxury” ride that undercuts Range Rovers by tens of thousands of dollars.

Chuks v0.2.0-rc.1 is live, and unlike our last few release posts, this one isn't "here's what shipped." It's an ask. What we need Chuks compiles two ways: a bytecode VM you develop against, and a native binary you ship. Every release lives or dies on those two modes computing the same thing. We have a serious internal gate for that, golden tests on both backends, a differential fuzzer, 24 differential suites, cross-compilation to five targets. What that gate can't do is run a program it'...

The recipe bodies survive. The structure around them does not. A 900-recipe Paprika export lands in Mealie with names, ingredient text, directions, source URLs and the primary photo intact, but the per-ingredient quantity, unit and food fields arrive as unparsed strings, and anything Paprika stores that has no equivalent in Mealie's recipe model goes quietly: the photo array beyond the first image, the scale factor, the difficulty label, the favourites flag and Paprika's free text nutrition bloc...

I have been reading some blog posts about LLM as a judge and was building a small evaluator to evaluate the judge itself . My method is simple: The dataset is: task rubric ideal response negative response The idea is then to test different models as judges for things like: repeated-run consistency position bias sensitivity to verbosity accuracy / ability to prefer the better response Here, “negative response” doesn’t necessarily mean a wrong answer. It can...

"The generated client keeps calling DELETE /items/{id}." "The server returns 405 Method Not Allowed." An OpenAPI spec is not just documentation. SDKs, frontend types, API docs, mock servers — everything is generated from the spec. When the implementation drifts from it, everything generated starts lying quietly . This is about oas-drift , a CLI I built that detects that drift — with zero dependencies (Python 3.11+ standard library only, no LLM). https://github.com/sunnydachs/o...

Why a migration canary matters Schema changes used to be a single-team problem: run a migration, deploy the code, hope for the best. With independent deploys, long-running backfills, and even AI-generated migrations, schema changes have turned into a distributed-systems problem. A failing migration today can slowly corrupt data across services rather than causing a single immediate deploy failure. A migration canary is a small, long-lived process that continuously verifies the overlap win...

Model Context Protocol with Spring AI: Building MCP Clients and Servers in Java In the previous article, we explored how to build AI agents with Spring AI using: LLMs ↓ RAG ↓ Tool Calling ↓ Memory ↓ Agent Workflows Tool calling gives an AI application the ability to interact with external capabilities. But another problem appears as AI systems become larger. Imagine you have: Customer Service Agent ↓ Order APIs Payment APIs CRM APIs Knowledge Bas...

I scrape data for a living, and most of that job is the same fight over and over: a site has data I need, and it really doesn't want me to have it. This is the story of one wall that beat every trick in the usual playbook — and what finally worked. The target I needed a set of listings from a large classifieds site (mobile.de — car listings). Nothing exotic: title, price, a few fields per listing. The kind of thing that should take twenty minutes. It took a lot more than twenty minutes....

Introduction A student project can work perfectly with friendly input and still be dangerously vulnerable when user input is concatenated directly into SQL. Login screens, search forms, order filters, and report parameters all create natural input boundaries—and each one is an opportunity for SQL injection if handled carelessly. SQL injection occurs when untrusted input changes the structure or meaning of a database query instead of being treated only as data. This article explains how SQ...

TL;DR Bifrost LiteLLM (4 workers) p50 at 100 RPS 1.01 ms 5.84 ms Success rate at 1,000 RPS 100% 94.9% p99 at 1,000 RPS 2.62 ms 33,766 ms Published container runs as UID 1000 root SSRF guard on the configured provider URL on by default not applied to the configured api_base License of the open repo Apache-2.0 MIT, except enterprise/ Memory at rest about 60 MiB 2.08 GiB Verdict: for enterprise...

For three days of real-device testing, the app worked, or seemed to. Every test passed. Every review came back clean. On a real phone, it had never once been installable, and nothing had ever said so. This is a proof-of-concept, not an NHS product. It was built by one technical person working alongside an NHS dietetic team. No patient data exists anywhere in it. Nothing leaves the device unless a lookup runs, and even then it sends nothing but the barcode number itself. Clients had been ...

I got the rejection email on a Tuesday. I've been rejected before — everyone has. This one broke something. "While your technical skills are strong, we felt your reliance on AI tools during the assessment didn't reflect the independent problem-solving we're looking for." Rejected. For using AI. By a man who — forty minutes earlier, on the same video call — had quietly done the exact same thing right in front of me. Let me tell you how I know. It was a normal live-co...

I run a few small sites. Every time one of them goes live, someone eventually asks the same question: "Google still hasn't indexed it — should I buy backlinks?" Usually, no. Most of the time the problem is visible in Google Search Console within ten minutes, and it is not about authority at all. This is the checklist I actually run, in this order. Confirm the sitemap is a sitemap Submitting a sitemap in GSC feels like a finish line. It is a starting line. Check two things before ...

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As dozens of cities end contracts for its controversial license plate readers, Flock is rolling out a voluntary severance program, WIRED has learned.

In one particularly odd interview, Norwood seems to malfunction and begin speaking Chinese.