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News
Unsloth Desktop Review: A Full Workbench for Local AI
4+ hour, 13+ min ago (904+ words) Most local AI apps are good at one thing: chat. That's useful, and I use them for exactly that all the time. Download a model, try a few prompts, adjust settings, and get a quick feel for whether it is…...
😺 Can AI actually predict the future? This AI can.
39+ min ago (1251+ words) Click image above to go straight to YouTube and watch! What if AI could actually PREDICT what happens next? Here’s what it can do today: ChatGPT can summarize a spreadsheet. Claude Cowork can run its own code to analyze your…...
Your AI Agent Needs a Cancellation Contract, Not Just a Stop Button
45+ min ago (566+ words) A stop button is not a cancellation protocol. In a toy agent, “stop” can mean setting a boolean and waiting for the loop to exit. In a real agent, work may already be queued, claimed by another worker, inside a…...
I looked at the GitHub Actions bill and built a CI + security base at home
40+ min ago (26+ words) In late June 2026, my org's GitHub Actions stopped at the billing cap. Every PR (pull request) CI... Tagged with ci, githubactions, selfhosted, devops....
Five agent engineering problems, with the numbers behind them
36+ min ago (954+ words) The agent conversation on Reddit and in GitHub issues has moved. A year ago it was "what can agents do". Now it is "why does mine call the same tool nineteen times", and "what happens to my threads on August…...
The Audit Became a Build Step
31+ min ago (502+ words) I have audited my travel site's legal-status dataset twice. The first audit found the same fact stored in four places, drifting independently. The second found the drift had a fifth home — the prose — and ended with me writing that a…...
TrueFoundry launches TrueForge to break vendor lock-in and slash enterprise AI agent costs by 50%
4+ hour, 40+ min ago (390+ words) AI agents have officially graduated. Once confined to the laptops of developers and experimental coding sandboxes, they are rapidly shifting into customer-facing products and mission-critical enterprise workflows. But as agents move into production, enterprises are discovering a new headache: crippling…...
DeepSeek V4-Flash Setup: API + Local in 12 Steps [2026]
10+ hour, 19+ min ago (1646+ words) If you’re comparing the whole DeepSeek V4 family against competing frontier models before committing engineering time, the Claude Fable 5 vs Grok 4.6 vs DeepSeek V4 price comparison is worth reading first. This tutorial assumes you’ve already decided V4-Flash fits your use case and…...
Fabraix opens public access for AI security red team agent
1+ hour, 37+ min ago (121+ words) Fabraix opened its second public launch of Nyx, an autonomous red-teaming agent that attacks AI agents to find security holes first. Fabraix has opened a second public launch of Nyx, its autonomous red-teaming agent, positioning the product as continuous security…...
The Cognito war stories: four ways it breaks an MCP server, and the fix for each
1+ hour, 22+ min ago (858+ words) If you are putting Amazon Cognito behind a remote MCP server, here are four specific ways it will break the connector before you ever reach your own code - each with the symptom, the reason, and the fix that got us…...