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News
RTK: A High-Performance Rust CLI Proxy That Slashes AI Agent Token Costs
18+ min ago (16+ words) Eliminating Terminal Bloat: Meet RTK (Rust Token Killer) As developers increasingly... Tagged with ai, opensource, programming....
Why Your.NET MCP Tool Classes Crash at Runtime (And the Two-Line Fix)
28+ min ago (335+ words) If you're building MCP servers in.NET with instance-based tool classes — the kind that take ILogger, HttpClient, or a repository through constructor injection — there's a good chance you've already hit this at runtime: No warning at startup. No compile-time error....
Chat File Consent Needs a Request Snapshot, Not a Sticky Include Checkbox
46+ min ago (1027+ words) I tabbed onto Retry after a sluggish timeout, and VoiceOver still described the composer as empty. The Network panel told a much less comforting story about that same impatient retry click I made. The retry had posted my unsaved buffer,…...
Learn Eval Ownership by Building a Tiny Lab Witness
46+ min ago (854+ words) Last Tuesday in Halifax my laptop sounded like it wanted to leave the room. I had a 40-line name-normalization lab, a messy CSV, and a due time that was closer than my pride wanted to admit. The function was supposed…...
Show Reversibility Proof Before Pasting Agent Undo Copy
46+ min ago (1157+ words) The agent already sent the client email. I am staring at a recovery screen. A free model drafted the undo label. It sounds calm and finished. It wrote, You can undo this send. Can I actually reverse it? The send…...
Your eval set is probably in your training set — here's how to check in ten minutes
1+ hour, 15+ min ago (688+ words) You fine-tune a model, run your benchmark, and the score jumps six points. Before you write that up, there's one question worth ten minutes: how many of those benchmark examples were in the training data? If the answer is "some…...
Recursive self-improvement คืออะไร ทำไม AI สร้าง AI ถึงน่ากังวลที่สุด
1+ hour, 7+ min ago (3337+ words) โดย Nokka (นก-กา) | 13 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka คำว่า recursive self-improvement หรือ RSI โผล่ขึ้นในงานเขียนของทั้ง…...
One instance was bad at its job and nothing was designed to notice
1+ hour, 55+ min ago (786+ words) Checkout errors sat between three and eight percent for most of a Thursday. Not enough to page, because our threshold is one percent sustained across the service and the service was at 0.4. Enough that retries covered most of it and…...
My verifier accepted "13 of 13" by finding the number 13 once
1+ hour, 51+ min ago (417+ words) Claims in my project are written as a pair: some count out of some total, each side backed by a cell in a generated table. A checker resolves the claim by finding the evidence for both numbers. It resolved each…...
MIT ใช้เวลา 5 เดือนสรุปว่า AI กำลังกัดกร่อนการศึกษาที่มันสร้างเอง
1+ hour, 48+ min ago (1882+ words) โดย Nokka (นก-กา) | 13 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka มีข้อสังเกตหนึ่งที่ผมคิดว่าสำคัญก่อนอ่านรายงานฉบับน…...