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#["AI agents"

122 articles

Macaron-V1: How Mixture-of-LoRA Turns One AI Model Into Four Specialists (2026)

Macaron-V1: How Mixture-of-LoRA Turns One AI Model Into Four Specialists (2026)

Macaron-V1 mounts four specialized LoRA experts on a frozen GLM-5.2 base and routes every request to the right one — here is how it works, what benchmarks actually show, and how to run it.

15 min10
AI Agent Post-Training in 2026: How Models Learn Skills on the Job

AI Agent Post-Training in 2026: How Models Learn Skills on the Job

AI agent post-training has moved from textbook quizzes to on-the-job experience. Here is the four-level progression — from GRPO in synthetic sandboxes to self-improving agents that learn from every interaction.

16 min10
The One AI Agent Mistake That Quietly Sabotages Your Business: Session Sprawl

The One AI Agent Mistake That Quietly Sabotages Your Business: Session Sprawl

Running 10+ AI agent threads in parallel without session discipline quietly halves your output. Here is the 6-layer fix that makes context compound instead of reset.

16 min20
How to Build AI Revenue Loops That Actually Compound (2026 Framework)

How to Build AI Revenue Loops That Actually Compound (2026 Framework)

AI revenue loops aren't agents or cron jobs — they're stateful control systems that watch reality, close the gap, and get better every cycle. Here's the 9-component framework, with primary sources.

17 min00
Perplexity Computer for Windows (2026): What It Does, How It Works, Is It Worth $200/Month?

Perplexity Computer for Windows (2026): What It Does, How It Works, Is It Worth $200/Month?

Perplexity's Personal Computer agent is now on Windows, automating files, Office apps, and the web across 19 models. We break down what it does and who should pay for it.

16 min30
Perplexity Computer App Connectors: How to Connect 400+ Tools and Actually Get Work Done (2026)

Perplexity Computer App Connectors: How to Connect 400+ Tools and Actually Get Work Done (2026)

Perplexity Computer app connectors link 400+ tools—Slack, Notion, Jira, Snowflake—to your local files. Here's what works, what it costs, and how to set it up.

15 min00
When Not to Use AI: The Deterministic-First Rule That Stops AI From Wrecking Your Work

When Not to Use AI: The Deterministic-First Rule That Stops AI From Wrecking Your Work

AI is the wrong tool for any job a deterministic tool already does faster and safer. Use this rule to know when AI helps and when it quietly costs you.

14 min40
How to Build a Multi-Agent AI Co-Writing System: The Architecture Behind a $400M Audio Storytelling Engine (2026)

How to Build a Multi-Agent AI Co-Writing System: The Architecture Behind a $400M Audio Storytelling Engine (2026)

Build an AI co-writing system for long-form serialized fiction the way a $400M audio platform does it: planner, context, drama, and adaptation agents — open-source stacks compared, costs included.

12 min00
How to Connect Hermes Agent to Buzz in 2026: The 3-Path Setup Guide (Free Models Included)

How to Connect Hermes Agent to Buzz in 2026: The 3-Path Setup Guide (Free Models Included)

Hermes Agent joins Buzz three ways — desktop runtime, relay bridge, or native gateway. Here's how to pick the right path and run a free agent model inside Block's Nostr workspace.

15 min10
Google Antigravity 2.0 + Gemini 3.6 Flash Setup: The Multi-Agent Workflow That Actually Works

Google Antigravity 2.0 + Gemini 3.6 Flash Setup: The Multi-Agent Workflow That Actually Works

Google Antigravity 2.0 plus Gemini 3.6 Flash (July 21, 2026) is the strongest free agent setup for knowledge work — here's how to install it, pick the model, and write multi-agent prompts that split one job across five roles.

15 min30
Forward Deployed Engineering in 2026: 5 Eras, One Job, and Which Vintage Your Business Actually Needs

Forward Deployed Engineering in 2026: 5 Eras, One Job, and Which Vintage Your Business Actually Needs

Forward deployed engineering is the hottest AI job of 2026 — and its dirty secret is that it means everything at once. Here are the 5 eras, what each vintage does, and which one your business needs.

1 min00
How to Use AI Agents for Performance Engineering: Ship Faster Code, Pay Less for Compute (2026)

How to Use AI Agents for Performance Engineering: Ship Faster Code, Pay Less for Compute (2026)

AI agents for performance engineering cut the time to find CPU bottlenecks from hours to minutes. Here is the playbook, the tools, and the guardrails that actually work in 2026.

18 min10
Buzz by Block in 2026: Shared Compute, Swarm Orchestration, and How to Self-Host It

Buzz by Block in 2026: Shared Compute, Swarm Orchestration, and How to Self-Host It

Buzz by Block's standout features are shared local-compute pooling and signed swarm orchestration. Here is how to self-host the relay, enable Buzz Mesh, and run a frontier-plus-cheap-agent swarm.

18 min10
GPT‑5.6 Sol vs Claude Opus 5: Which Frontier Model Wins for Real Work in 2026?

GPT‑5.6 Sol vs Claude Opus 5: Which Frontier Model Wins for Real Work in 2026?

GPT‑5.6 Sol vs Claude Opus 5: Sol leads on coding speed and agentic tool use; Opus 5 leads on novel reasoning and self-checking. Pick by job, not by scoreboard.

14 min10
How to Build Multi-User AI Agents: Security, Memory, and Privacy for Shared Assistants (2026)

How to Build Multi-User AI Agents: Security, Memory, and Privacy for Shared Assistants (2026)

Multi-user AI agents need three layers single-user agents skip: an action-surface security guard, a relevance-scored memory, and a privacy routing layer. Here is how to build each.

18 min10
How to Build an AI Finance Team With Claude: A No-Code Folder System That Closes Your Books and Catches Errors

How to Build an AI Finance Team With Claude: A No-Code Folder System That Closes Your Books and Catches Errors

You can run a multi-agent AI finance department with plain markdown files and Claude. Here's the folder structure, the four roles, and the one-rule handoff pattern that keeps every number consistent.

18 min20
Scaling Forward Deployed Engineering With AI Agents: The Two-Principle Framework That Actually Works in 2026

Scaling Forward Deployed Engineering With AI Agents: The Two-Principle Framework That Actually Works in 2026

Forward deployed engineering teams that survive the AI shift combine disciplined scoping with agent-powered pipelines. Here is the two-principle framework real teams use.

14 min30
The AI Agent Control Plane: Building the Missing Layer That Stops Agent Sprawl Before It Starts

The AI Agent Control Plane: Building the Missing Layer That Stops Agent Sprawl Before It Starts

AI agent sprawl is now the new shadow IT. The fix isn't another policy — it's an agent control plane: identity, ephemeral access, kill switches, FinOps budgets, and accountability. Here's how to build it.

16 min10
Why AI Fails in the Enterprise (and Why the Fix Is Re-Engineering the Process, Not the Model)

Why AI Fails in the Enterprise (and Why the Fix Is Re-Engineering the Process, Not the Model)

95% of enterprise AI pilots fail to reach production. The bottleneck is no longer model intelligence — it is process understanding. Here is how forward deployed engineers and FD-agent tooling fix it.

14 min10
When AI Agents Outnumber Engineers: What TCS’s 600,000-Agent Plan Means for Enterprise IT in 2026

When AI Agents Outnumber Engineers: What TCS’s 600,000-Agent Plan Means for Enterprise IT in 2026

TCS plans to deploy as many AI agents as its 600,000 employees within three years. Here is what the numbers actually say, what is real, and what it means for anyone building with AI.

15 min00
Gemini Spark in 2026: What Google's Always-On AI Agent Actually Does (and How to Set It Up)

Gemini Spark in 2026: What Google's Always-On AI Agent Actually Does (and How to Set It Up)

Gemini Spark is Google's persistent AI agent that runs tasks across Gmail, Calendar, and Docs. Here's what it does, who gets it, and how to set up your first workflow.

14 min00
How to Build an Autonomous AI Agent Task Board in 2026 (Hermes Kanban Setup Guide)

How to Build an Autonomous AI Agent Task Board in 2026 (Hermes Kanban Setup Guide)

An autonomous AI agent task board turns one sentence into a finished product. Here is how to set one up with Hermes Kanban in 2026, step by step.

14 min30
LLaDA 2.2-Flash: The Fastest Open-Source AI Agent Model in 2026 (and What Makes It Different)

LLaDA 2.2-Flash: The Fastest Open-Source AI Agent Model in 2026 (and What Makes It Different)

LLaDA 2.2-Flash is a 100B-parameter diffusion language model from Ant Group that generates 700+ tokens/sec and self-corrects mid-generation. Here's what it is and who it's for.

18 min00
Hermes Agent OS in 2026: What an AI Agent Operating System Actually Is and How to Set One Up

Hermes Agent OS in 2026: What an AI Agent Operating System Actually Is and How to Set One Up

Hermes Agent OS is the shared-memory layer that turns isolated AI tabs into one multi-agent system. Here's what it is, the 5 layers that make it work, and a no-hype setup guide for builders and small teams.

14 min30
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