Build a Grafana Pyroscope profiling MCP server to stream sub-15ms flamegraph profiles directly to Claude and Cursor for automated performance debugging.
Deepak BagadaOct 18, 2026
Learn how to build an autonomous canary deployment agent with Argo Rollouts and Prometheus to automate traffic shifting and instant zero-downtime rollbacks.
Google DeepMind open-sources SynthID Text, providing cryptographic watermarking and detection tools to trace AI-generated text with zero quality loss.
Hugging Face launches Open-R1, an open-source initiative providing full GRPO training scripts, synthetic datasets, and evaluation suites for reasoning LLMs.
Explore disaggregated prefill and decode architecture in modern LLM serving to decouple compute-bound prompt ingestion from memory-bound token generation.
Learn how to use LibCST for deterministic concrete syntax tree code refactoring in autonomous coding agents, preserving comments and formatting safely.
Google DeepMind open-sources SynthID Text, providing cryptographic watermarking and detection tools to trace AI-generated text with zero quality loss.
Hugging Face launches Open-R1, an open-source initiative providing full GRPO training scripts, synthetic datasets, and evaluation suites for reasoning LLMs.
Explore disaggregated prefill and decode architecture in modern LLM serving to decouple compute-bound prompt ingestion from memory-bound token generation.
Learn how to use LibCST for deterministic concrete syntax tree code refactoring in autonomous coding agents, preserving comments and formatting safely.
Learn how to build an autonomous canary deployment agent with Argo Rollouts and Prometheus to automate traffic shifting and instant zero-downtime rollbacks.
Learn how to build an autonomous Kafka partition rebalancing agent with Cruise Control to eliminate broker CPU hotspots and prevent consumer lag spikes.
Build an autonomous browser QA agent using Playwright and Claude 3.5 Sonnet with self-healing DOM selectors, visual regression, and zero flaky test runs.
Learn how to build durable agent workflows using Pydantic AI and Temporal with crash recovery, deterministic state machines, and zero lost execution tokens.
Build a Grafana Pyroscope profiling MCP server to stream sub-15ms flamegraph profiles directly to Claude and Cursor for automated performance debugging.
Learn how to build a Dragonfly cache MCP server with FastMCP to stream sub-1ms ephemeral agent sessions, lock primitives, and zero memory fragmentation.
Build a Cloudflare Workers MCP server with Server-Sent Events (SSE) transport, sub-12ms edge tool routing, zero container cold starts, and OAuth 2.1 auth.
Build a FastMCP Sentry incident server enabling coding agents to fetch stack traces, breadcrumbs, and issue tags with sub-8ms latency and zero token waste.
Microsoft open-sources Orchard on GitHub, decoupling agent training from inference execution to slash latency by 87% and eliminate memory thrashing across enterprise multi-agent swarms.
OpenAI confirmed it cannot rule out that Astra has critical-level cyber capabilities, triggering an unprecedented safety gate. The 10T-parameter model's release is now indefinite.
Your multi-agent system has a cache coherence problem. When three agents read and write shared state simultaneously, 34% of deployments experience silent data corruption.
When your agent crashes at step 8 of a 12-step workflow, you lose everything. This Temporal MCP Server gives agents durable execution that survives crashes, deployments, and network failures.
Nvidia controls 91% of the AI accelerator market in September 2026, making its GPU allocation and pricing decisions the closest thing to monetary policy the AI economy has. This analysis examines how Nvidia's compute allocation strategy shapes which AI startups survive, which models get built, and which research directions receive funding.
Deepak Bagada
Running local LLMs inside game engines unlocks NPCs with real-time dialogue, dynamic storytelling, and in-game AI agents — all without server costs or latency. This deep dive benchmarks Godot (WebGPU) and Unity (ONNX Runtime) integrations for 2B-8B parameter models at 30fps inference.
Deepak Bagada
Reality Defender (YC W22) provides a multi-modal deepfake and GenAI detection API that analyzes images, audio, video, and text for synthetic content. This guide builds a five-stage LangGraph workflow — ingest, analyze, cross-validate, escalate, audit — achieving 99.1% detection accuracy across 2026-generation AI forgeries.
Deepak Bagada
AI Council is a browser-based multi-model deliberation framework where multiple LLMs debate answers, cross-validate reasoning, and output consensus results — all running in the browser via WebGPU. This deep dive explores the architecture, benchmarks against single-model baselines, and production deployment patterns for zero-hallucination agent outputs.
Deepak Bagada
Coasty (YC S26) delivers an API-first computer-use agent harness that wraps browser and desktop automation into deterministic, replayable steps. This guide builds a three-phase LangGraph workflow — plan, execute, verify — that cuts end-to-end agent latency by 63% over naive Playwright-only loops.
Deepak Bagada
MCPShark is a VS Code and Cursor extension that captures every MCP tool call — request, response, latency, payload — and renders it as an interactive timeline. This guide builds an MCPShark-powered monitoring server that exposes tool call telemetry as structured MCP resources for real-time agent debugging.
Deepak Bagada
Atomic is a local-first, AI-augmented personal knowledge base that uses SQLite FTS5 and BM25 ranking for embedding-free semantic search. This guide builds an Atomic MCP Server that exposes note creation, semantic retrieval, and context merging as MCP tools — giving AI agents persistent, queryable memory with an 18MB memory footprint.
Deepak Bagada
Inside iLands, an AI agent email spam operation using LLMs to generate personalized spam at scale. How it works, the economics, and why traditional spam filters fail against AI-generated content.
Deepak Bagada
Build a click fraud detection agent workflow with LangGraph: real-time bot traffic detection, ad campaign monitoring, and automated fraud response using Google Ads API.
Deepak Bagada
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