Original architectural notes, verified implementation breakdowns, and transparent benchmarks from building KeplerBridge, AgentForge, and developer tooling.
Why the transition to Stateless Streamable HTTP under the Linux Foundation's Agentic AI Foundation requires deterministic execution gates, tool manifest pre-validation, and env-only secret isolation in AgentForge.
Why microsecond-latency edge models change autonomous agent architecture: speculative tool execution, local JSON schema pre-validation, credential firewalls, and sub-15ms client dispatching in AgentForge.
How to architect high-throughput multi-agent swarms by routing high-level reasoning and pre-ship adversarial audits to Gemini 4 Carbon, while dispatching parallel worktree execution across fast Gemini 4 Argon workers with AgentForge zero-trust MCP approval gates.
How KeplerBridge bypasses NVIDIA Kepler's D3D_FEATURE_LEVEL_11_0 wall using a standalone LLVM 3.7 bitstream decoder, Mem2Reg SSA promotion, and a SHA-256 disk shader cache cutting warm loads by 97.3% (1.12 ms to 0.03 ms).
Inside AgentForge's four-tier capability model (read, local-write, external-write, publish/destructive), schema-validated bridge manifests, and strict credential isolation for autonomous AI coding agents.