srijan shukla
AI builder/ Platform/SRE/DevOps/ 3x founder
> shipping practical agents + infra
Notes and essays on AI agents, infrastructure, systems, and debugging. Public thinking, written often. More about me on /about.
latestSep 2026ai
Same bytes, wrong order
Inco's Splash engine ships a package reader and no writer, so it only serves the models they publish. I wrote the writer to run an uncensored Qwen3.8-27B, proved it byte-identical to theirs, and then spent hours on a layout bug that passed every check I had.
→ Sep 2026 ai Durable agent sessions with the OpenAI SDK, Docker, and Temporal → Sep 2026 ai Putting an LLM Inside a Workflow: Three Runtime Designs → Sep 2026 ai Checked work graphs: from Fermat's Last Theorem to software migrations → Aug 2026 ai I Built an AI Detector on My Own Blog. Then I Beat It. → Jul 2026 others A physics explainer whose lessons are unit tests →
[01]2026
alpha
IAM policy rightsizing agent with AI-powered risk signals and instant rollback.
→ [02]2026
chat-harvest
Local-first archive for AI chat traces across agents, designed as a substrate for DSPy/GEPA-style optimization loops.
→ [03]2026
chorus-ai
Frontend-only LLM ensemble interface with bring-your-own OpenRouter/API keys and client-side multi-model workflows.
→ [04]2026
extract-lessons-book
Ebook and document normalizer with optional OCR, plus LLM-generated advice and flowcharts. Doubled as an OCR bake-off.
→ [05]2026
hashlines-mcp
MCP server for hashline-anchored file reads and edits, so agents can change code without clobbering lines they never saw.
→ [06]2026
ita-kg
Knowledge-graph representation of the Indian Income Tax Act so agents can traverse section-to-section relationships explicitly.
→ [07]2026
logsieve
log deduplication sidecar using Drain3 algorithm, reduces volumes ~90%.
→ [08]2026
murmur
Wispr Flow OSS - live streaming voice-to-text using whisper.cpp with Metal acceleration.
→ [09]2026
netwatchrs
Rust network diagnostics toolkit I built while debugging inconsistent Wi‑Fi and suspected service-quality issues on my own machine; the goal was to see what was actually happening under the hood instead of relying on vague network status indicators.
→ [10]2026
podcast-watcher
Open-source attempt to replicate Gemini-style long-form YouTube understanding: extract MP3 audio with ffmpeg, build timestamped transcripts, detect only meaningful frame changes, and feed the useful video/audio context into an LLM. I found the visual path added little value, so it effectively converged into an audio-first podcast/video understanding pipeline.
→ [11]2026
softcron
Kubernetes CronJob controller with Prometheus gating, pacing, and jitter.
→ [12]2026
vigil
Watch your codebase breathe; TUI for real-time file change monitoring with inline diffs
→ [13]2026
wiki-in-a-box
offline Wikipedia with hybrid no‑index RAG - powered by gpt-oss:20b
→ [14]2025
scx-slo
eBPF CPU scheduler enforcing latency SLOs via Earliest Deadline First.
→ [15]2025
contextgraph
Decision audit ledger for AI agents - captures "why" as queryable data.
→ [16]2025
xray
Structural code intelligence for AI assistants using ast-grep.
→ [17]2025
claude-memory-viz
Memory visualization for Anthropic's Claude memory MCP.
→ [18]2025
kubectl-smart
Turns noisy Kubernetes debugging into signal-first workflows.
→