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Ollama's Responses API accepts previous_response_id, returns 200, and forgets the whole conversation
35+ min ago (538+ words) Ollama 0.34.0, Debian 13, CPU only, qwen2.5:1.5b. The Responses API, which is the OpenAI-compatible endpoint Codex and similar clients use. Turn 1 plants something the model could not guess: password. Now two controls. The same question with the full history sent in the request…...
My Harness Used One Label for Three Different Failures.
28+ min ago (1083+ words) Three fixtures, three separate calls into the same reducer. Here is the complete failure_reasons each one returned, unedited: These are minimal fixtures with no sandbox event and no tool response, so the first and last codes fire in all three and…...
Compliance Event Dispatch: Auditable Email and SMS API Backoff Without Duplicate Sends
40+ min ago (661+ words) Short answer: put compliance notices on a queue, assign one stable idempotency key per notice and channel, and record every attempt before any email or SMS API call. For a B2B SaaS compliance notice, choose the middle row. It adds one…...
How I Integrated WebMCP into My Developer Portfolio (And Turned It into an AI-Callable Agent)
43+ min ago (20+ words) Most developer portfolios are still static digital brochures. With the web is increasingly being... Tagged with angular, webdev, ai, typescript....
Model Vendor Routing Constraints: A Prepaid API Balance Guard in Node.js
1+ hour, 8+ min ago (711+ words) The constraint that decides this one isn't cost and it isn't benchmark quality. It's that the account funding the calls is prepaid, the batch runs at 03:00, and nobody is awake to approve a fallback. Our storefront regenerates product copy and…...
Obsidian + Claude Code = an AI that remembers your notes · DS TV
12+ hour, 44+ min ago (125+ words) Obsidian + Claude Code = an AI that remembers your notes dutchstartup.ai Obsidian + Claude Code = an AI that remembers your notes Jack Roberts13 September 2026Watch on YouTube - Your AI forgets you between sessions by default, because holding context costs OpenAI and Anthropic money…...
Applications overview
2+ week, 3+ day ago (278+ words) Learn how to manage applications (create, get, update, delete) with your tool of choice. A Nextmv application is an entity that contains a decision model as executable code. An application can make a run by taking an input, executing the…...
Build in the VM, Think on the Mac GPU: Debian 13 on Apple container With a Local Gemma 4
1+ hour, 46+ min ago (1539+ words) This article walks through building a Debian 13 machine under Apple's container CLI on an Apple silicon Mac, and then wiring that machine to a local LLM running on the Mac's own GPU. Getting there has two halves, and the first…...
Giving an AI Agent a Real Sandbox: Filesystem and Network Jail, in Java
1+ hour, 51+ min ago (733+ words) Ask a coding agent to run a build, and you have just handed a language model the ability to cat ~/.ssh/id_rsa. Prompt-level instructions like "do not read sensitive files" are not a security boundary — they are a suggestion to a…...
LLM Inference Optimization: Techniques for Faster and Cheaper AI
2+ hour, 12+ min ago (18+ words) Large Language Models... Tagged with ai, llm, optimization, machinelearning....