Koboldcpp v1.120 ships DirectIO loading and Qwen 3.8-Flash-Next support. Build a FastMCP server that lets Claude Desktop discover, load, switch, and query local open-weight models through the MCP protocol.
Deepak BagadaAug 30, 2026
Tencent's Hunyuan team dropped a 770B-parameter Mixture-of-Experts model under Apache 2.0 with 1M-token context. At $0.834/M input tokens, it undercuts every proprietary frontier model while matching or exceeding their academic accuracy.
Nvidia paused its $36B AI Compute Partnership program after employees warned it could invite antitrust scrutiny. The program guaranteed GPU rentals to cloud providers in exchange for 50% of revenue above a base rate — giving Nvidia unprecedented control over its customers' pricing.
vLLM 0.28.0 ships 584 commits from 270 contributors with Decode Context Parallel, fused MLA kernels for Kimi-K3, DFlash2 speculative decoding, and tiered KV cache offloading. The context-length tax — where long contexts killed throughput — is over.
Tencent just dropped Hy4-preview: a 770B-parameter Mixture-of-Experts model under Apache 2.0 with 1M-token context. Here is how to deploy it locally with vLLM 0.28.0 and orchestrate a multi-agent workflow that routes tasks across 256 expert shards.
Faro AI powers structured clinical data for 6 of the top 10 pharma companies. Build a FastMCP server that exposes trial-protocol search, patient-cohort matching, and regulatory dossier generation as MCP tools for healthcare agents.
Tencent's Hunyuan team dropped a 770B-parameter Mixture-of-Experts model under Apache 2.0 with 1M-token context. At $0.834/M input tokens, it undercuts every proprietary frontier model while matching or exceeding their academic accuracy.
Nvidia paused its $36B AI Compute Partnership program after employees warned it could invite antitrust scrutiny. The program guaranteed GPU rentals to cloud providers in exchange for 50% of revenue above a base rate — giving Nvidia unprecedented control over its customers' pricing.
vLLM 0.28.0 ships 584 commits from 270 contributors with Decode Context Parallel, fused MLA kernels for Kimi-K3, DFlash2 speculative decoding, and tiered KV cache offloading. The context-length tax — where long contexts killed throughput — is over.
Stanford HAI's 2026 AI Index Report reveals transformative shifts: global investment hit $252B, organizational adoption reached 88%, and real-world agent success rates surged to 77.3%.
Tencent just dropped Hy4-preview: a 770B-parameter Mixture-of-Experts model under Apache 2.0 with 1M-token context. Here is how to deploy it locally with vLLM 0.28.0 and orchestrate a multi-agent workflow that routes tasks across 256 expert shards.
Nvidia paused its $36B AI Compute Partnership program after employees warned the arrangement could invite antitrust scrutiny. Build a multi-cloud GPU routing workflow that insulates your agent fleet from single-vendor dependency.
Faro AI's $37.3M Series B funds infrastructure to cut clinical-trial timelines by 50%. Build a multi-agent workflow that automates structured data extraction, patient-protocol matching, and regulatory dossier assembly.
OpenAI's Astra model is approaching critical cyber capability thresholds. Here are 5 production guardrail patterns that autonomous agent deployments must implement to detect and mitigate emerging cyber risks in real-time.
Koboldcpp v1.120 ships DirectIO loading and Qwen 3.8-Flash-Next support. Build a FastMCP server that lets Claude Desktop discover, load, switch, and query local open-weight models through the MCP protocol.
Faro AI powers structured clinical data for 6 of the top 10 pharma companies. Build a FastMCP server that exposes trial-protocol search, patient-cohort matching, and regulatory dossier generation as MCP tools for healthcare agents.
Tencent's Hy4-preview 770B model is available under Apache 2.0. Build a FastMCP server that exposes local Hy4 inference as an MCP tool for Claude Desktop and Cursor IDE.
Artiforge is not just another MCP server — it is a complete AI development toolkit. Build a FastMCP Python server that exposes code generation, test writing, refactoring, and documentation tools to Claude Desktop agents.
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.
An internal HR oracle built with n8n and Pinecone uses agentic RAG to automate policy inquiries, resulting in a 60% reduction in onboarding time and resolving 94% of routine questions in 2026.
Deepak Bagada
An autonomous support swarm uses n8n and LangChain to coordinate multiple specialized AI agents that resolve customer queries without human triage. By assigning tasks to specialist agents for technical, billing, and acti...
Deepak Bagada
NVIDIA released Nemotron 3 Ultra, a 550-billion parameter mixture-of-experts model with only 55 billion active parameters per token, optimized specifically for long-running agent orchestration workloads. The model uses h...
Deepak Bagada
A German regional court in Munich found Google directly liable for false claims in AI-generated overviews, ruling that Google cannot hide behind platform liability protections when its AI model generates false statements...
Deepak Bagada
n8n Agentic Lead Enrichment is a sales workflow that uses n8n to pull data from Clearbit and routes it to GPT-4o. The AI agentically decides if the lead fits your Ideal Customer Profile and generates a hyper-personalized...
Deepak Bagada
The Inflection Pi Digital Confidant workflow uses the Inflection Pi API integrated with Slack to provide emotionally intelligent career coaching to employees. It agentically decides when to offer advice, listen empatheti...
Deepak Bagada
E-commerce dynamic pricing with Claude Fable 5 and n8n enables Shopify stores to automate price changes based on competitor data, inventory levels, and COGS. By using agentic reasoning to adjust prices every 4 hours, bra...
Deepak Bagada
Run structured interview-plan-review-orchestrate workflows in Pi CLI with dorkestrator. Topological wave-based execution boosts task completion from 45% to 85%+.
Deepak Bagada
Build features in parallel with agents-workflow for Pi CLI. PRD→Spec→Tasks→Swarm pipeline with worktree isolation. 90%+ success rate for multi-file implementations.
Deepak Bagada
