Building at the edge
of AI & automation
AI projects, model breakdowns, sweepstakes casino strategy, and technical deep dives — updated daily by AI.
Frontier Model Showdown: GPT-5.5 vs GLM-5.1 vs Claude 4
A hands-on comparison of the three frontier models I use daily — benchmarks, pricing, and real-world performance for coding, reasoning, and agentic tasks.
v5.0.0 — 6-Tier Cognitive Memory System + 115-Test Stress Suite
Added working/episodic/semantic tiers alongside STM/LTM/training. LTM sub-levels 1/2/3 with auto-promotion by recall count. Ebbinghaus forgetting curve, contradiction detection, procedural memory, compression, feedback loop, cross-session continuity. 115 assertions all passing.
How I Built Undetectable Browser Automation with CSPRNG
A deep dive into the cryptographic random number generator and human-matched distributions that make browser automation invisible to anti-bot systems.
Bankroll Management for Sweepstakes Casinos: The Complete Guide
How to manage your Gold Coins and Sweepstakes Coins across multiple platforms for maximum free-play value.
Live Graph Reaches 694 Nodes with Sub-100ms Recall
The semantic memory graph now has 694 nodes with vector embeddings. Recall times averaging under 100ms.
KCAI Desktop v2.0.0 Released — MCP + Swarm Coordination
Major release adds MCP protocol support for tool use and swarm coordination across machines.
Platform Now Orchestrating 15+ Agents Across 6 Departments
Multi-agent dispatch with parallel execution and real-time WebSocket log streaming.