Discover how OpenAI Decisions API replaces continuous softmax temperature sampling with calibrated probability routing to eliminate deadlocks in AI swarms.
Deepak BagadaOct 18, 2026
Benchmark DSPy assertions against Pydantic validator retry loops across 1,000 extractions to analyze token waste, latency penalties, and schema convergence.
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 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.
Discover how OpenAI Decisions API replaces continuous softmax temperature sampling with calibrated probability routing to eliminate deadlocks in AI swarms.
Benchmark DSPy assertions against Pydantic validator retry loops across 1,000 extractions to analyze token waste, latency penalties, and schema convergence.
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.
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.
Build a hyper-efficient, edge-native AI architecture where TinyML models detect local anomalies, triggering cloud-based LangGraph agents via MQTT to dynamically reconfigure IoT fleets and deploy self-healing patches.
Deepak Bagada
Deploy a real-time, event-driven multi-agent system that ingests global supply chain data via Apache Flink, predicts disruptions using LLMs, and autonomously negotiates alternate sourcing with suppliers via CrewAI.
Deepak Bagada
Architect a robust, self-healing automated QA testing pipeline using multi-agent architectures to intelligently navigate DOM changes, dynamically generate assertions, and validate complex UI flows with zero human intervention.
Deepak Bagada
The MCP Tasks extension (SEP-2663) finally lets tools return a taskId while a job runs in the background. Build a server that queues, polls, and reports long-running jobs to Claude Desktop and Cursor - durable and stateless-friendly.
Deepak Bagada
Microsoft shipped the Azure DevOps Remote MCP server in general availability on Aug 5, 2026. Here is how to build and secure a production-grade Azure DevOps MCP server with Entra OAuth 2.0.
Deepak Bagada
Agents are complex and expensive but often debugged like scripts. Standardize OTel GenAI semantics, trace every phase of the loop, and put budget gates on top so costs cannot run away unseen.
Deepak Bagada
AutoGen entered maintenance mode in October 2025. Microsoft Agent Framework 1.0 reached GA in April 2026. This migration guide covers every breaking change, provides side-by-side code comparisons, and includes a production deployment checklist for teams moving from AutoGen to MAF 1.0.
Deepak Bagada
Agents can finally render UI: buttons, forms, cards, charts. Here is the developer's comparison of MCP Apps vs OpenAI Agent Plugins - syntax, permission models, and the dual-emit decision framework.
Deepak Bagada
MCP is for verbs (it does something), Skills are for nouns (things the model knows). This is the decision framework: a comparison table, a concrete decision flow, code for both, and the build-vs-run ROI math.
Deepak Bagada
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