Manazir
manazir.dev
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Overview
Full-Stack and AI Engineer from Sri Lanka. Building full-stack systems, agentic AI, and blockchain protocols with TypeScript, Next.js, Node.js, and Solidity on Hyperledger Besu.
News
Forecasting When LLM Agent Memory Goes Stale (ANAMNESIS)
LLM memory doesn't only get written wrong, it goes stale. A local-first system that forecasts which stored facts will corrupt, and repairs them first.
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One Contract, Every Model: Engineering an Operating Standard for AI Coding Agents
You can't make a cheaper model as smart as a frontier one: that's weights. But you can make it operate to the same contract. This is how I built a portable operating standard and the harness that enforces it across every Claude Code session on my server.
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How Far Agent Scaffolding Takes a Weak LLM
Whether a cheap model wrapped in deterministic retrieval, curated tools, and verification loops can reach frontier-tier output. Evidence and limits.
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Hardening an AI Agent That Has Write Access to Your Files
Least-privilege subagents, append-only enforcement, and cutting the lethal trifecta by removing the exfiltration channel at the permission layer.
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ANAMNESIS : Project Hydra
Third in the Project Hydra series. The first two articles laid out the dream and the diagnosis. This one is about naming the slice I picked and committing to ship it as my final-year project. The slice has a Greek word behind it, a cognitive-science insig
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