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Designing Deterministic AI Agent Loops: Architecture, Verification, and Replay State Machines
47+ min ago (487+ words) Most software engineers building with Large Language Models (LLMs) eventually hit the exact same wall: the naive agent loop problem. You start with a straightforward loop: In demos, this works brilliantly. In production, it breaks in infuriatingly subtle ways. The…...
When the Free Tier Stops Being Cheap: A Load-Based Exit Test for Agent Backends
26+ min ago (456+ words) A team moves its nightly agent job onto a free endpoint. Week one looks perfect. Week four, the queue drains ten minutes late and the on-call engineer has no data. The endpoint did not break. The workload changed shape around…...
The Working Set That Never Saturated
38+ min ago (679+ words) Every experiment in this series had charged each byte of a count table as resident memory. That is a real assumption and nobody had examined it, which I noticed only after reading someone else's project: a third-party runtime that runs…...
GPT Realtime 1.5 vs VITA 1.0: Benchmarks & Cost
23+ hour, 38+ min ago (168+ words) Keep up with the models you depend on. Follow price changes, retirements, and API updates.Follow the models you depend on. Updated September 14, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload. 0 results are…...
Make Each Characterization Test Fail Once Before You Refactor
1+ hour, 2+ min ago (641+ words) A characterization test that cannot fail is decoration, not a safety net. Most messy-repo refactors fail the same way. You record golden values, they all pass, and you feel safe. Then you extract a function and ship a silent behavior…...
ExaktAI Workspace | One mathematical environment, four engines
3+ week, 3+ day ago (603+ words) Every document has its dialect and engine set, shown in the chip at its corner. Clicking the chip changes the dialect, the engine, or both, and changing the dialect rewrites the inputs of the document into the new one. Translation…...
AI Agent Orchestration: Types, Steps, and Benefits
4+ hour, 27+ min ago (1512+ words) From planning and research to analysis and content creation, AI agent orchestration makes complex workflows easier to manage. Kimi Agent Swarm brings multi-agent collaboration together to help users automate tasks and deliver complete project outcomes. AI agent orchestration is a…...
How to Convert Excel to Markdown and Vice Versa in C#
1+ hour, 31+ min ago (17+ words) In document development and interface data synchronization workflows, bidirectional format conversion... Tagged with csharp, dotnet, programming, tutorial....
Hello guys recently build COPstark - A cloud budget optomization tool
1+ hour, 46+ min ago (185+ words) Recently, I built COPstark, a cloud budget optimization tool that helps businesses analyze their AWS infrastructure, identify cost-saving opportunities, and make informed decisions about cloud spending. How It Works COPstark analyzes AWS accounts across 13 services and provides recommendations for resource…...
MCP Just Went Stateless: What the 2026 Spec Actually Changes for Your Servers
2+ hour, 36+ min ago (789+ words) For its first two years, MCP was a protocol that assumed it was talking to a process on your laptop. That assumption was baked in deep, and nowhere deeper than in the session. Every connection started with a handshake. The…...