---
title: "Agent engineeringWavect"
canonical: https://wavect.io/blog/clusters/agent-engineering/
language: en
description: "Coding agents, MCP, context systems, evaluation and the controls required for dependable automation."
image: "https://wavect.io/img/general/bak/open_graph_preview.jpg"
---

Cluster

# Agent engineering

Coding agents, MCP, context systems, evaluation and the controls required for dependable automation.

## Start with the cornerstone

- [**Graph Engineering for AI Agents: When Does a Knowledge Graph Pay Off?**A buyer-focused guide to execution graphs, experiment DAGs and knowledge graphs, including when to skip them, what provenance requires and how to run a measured pilot.](/blog/graph-engineering-ai-agents/)

## Latest in this collection

### [Why Agent Edits Need Semantic Identity: Building SEMAPRAX in Rust](/blog/semantic-identity-rust-agent-edits/)

- **Details:** AI & Agents · 23 Aug 2026

A compiler engineering walkthrough of persistent IDs, checked HIR, deterministic graphs and replayable patches in the experimental SEMAPRAX language.

### [LangChain Deep Agents Review: Is the Agent Harness Ready for Production?](/blog/langchain-deep-agents-review/)

- **Details:** AI & Agents · 23 Aug 2026

A buyer-focused Deep Agents review covering architecture, v0.7 changes, security boundaries, operating costs and a measurable production pilot.

### [OpenViking Review 2026: Is Filesystem Memory Production-Ready?](/blog/openviking-agent-memory-review/)

- **Details:** AI & Agents · 21 Aug 2026

Buyer review of OpenViking for agent memory and RAG: architecture, AGPL risk, security controls, operating cost and a measurable two-week pilot.

### [LLM-as-a-Verifier Explained: Architecture, Costs, and Production Fit](/blog/llm-as-a-verifier/)

- **Details:** AI & Agents · 21 Aug 2026

A technical buyer guide to fine-grained LLM verification: how logprob scoring and pivot tournaments work, what the benchmarks prove, and how to pilot it safely.

### [TrueForge Review: Is the Open-Source Agent Harness Production-Ready?](/blog/trueforge-agent-harness-review/)

- **Details:** AI & Agents · 20 Aug 2026

A buyer-focused review of TrueForge, its agent loop, context controls, benchmark economics, deployment modes and enterprise production gaps.

### [Agent-Readable Websites: llms.txt, Markdown Mirrors and What Breaks](/blog/agent-readable-website-llms-txt-markdown-mirrors/)

- **Details:** AI & Agents · 18 Aug 2026

Four surfaces decide whether an AI answer engine can read you, and every failure mode is invisible in a browser. Here is the list our own build gate has caught.

## Complete article directory

1. [Why Agent Edits Need Semantic Identity: Building SEMAPRAX in Rust](/blog/semantic-identity-rust-agent-edits/) 23 Aug 2026
2. [LangChain Deep Agents Review: Is the Agent Harness Ready for Production?](/blog/langchain-deep-agents-review/) 23 Aug 2026
3. [OpenViking Review 2026: Is Filesystem Memory Production-Ready?](/blog/openviking-agent-memory-review/) 21 Aug 2026
4. [LLM-as-a-Verifier Explained: Architecture, Costs, and Production Fit](/blog/llm-as-a-verifier/) 21 Aug 2026
5. [TrueForge Review: Is the Open-Source Agent Harness Production-Ready?](/blog/trueforge-agent-harness-review/) 20 Aug 2026
6. [Agent-Readable Websites: llms.txt, Markdown Mirrors and What Breaks](/blog/agent-readable-website-llms-txt-markdown-mirrors/) 18 Aug 2026
7. [Localized URLs Break hreflang: Keep One English Slug](/blog/english-slugs-vs-localized-urls-hreflang/) 18 Aug 2026
8. [Can an AI Agent Use Your Product, or Only Read About It?](/blog/can-an-ai-agent-use-your-product/) 18 Aug 2026
9. [Graft Review 2026: Do Agent Repo Maps Belong in Git?](/blog/graft-review-agent-repo-map/) 18 Aug 2026
10. [How Coding Agents Keep Token Bills in Check with Output Compression](/blog/codag-cost-control/) 17 Aug 2026
11. [Smarter Token Usage with Your AI Coding Agent](/blog/smarter-token-usage-with-your-ai-coding-agent/) 17 Aug 2026
12. [DeepSeek Harness Review: Is the Plugin Stack Production-Ready?](/blog/deepseek-harness-enterprise-review/) 16 Aug 2026
13. [OpenSandbox Review: Is Self-Hosting Worth It?](/blog/opensandbox-ai-agent-sandbox-review/) 16 Aug 2026
14. [Cloudflare Kitesurf Review: Cost, Limits and Production Fit](/blog/cloudflare-kitesurf-browser-ai-agents/) 14 Aug 2026
15. [GitHub Spec Kit Review: Is It Worth the Process?](/blog/github-spec-kit-production-guide/) 14 Aug 2026
16. [Internal AI Agent Marketplace: A 2026 Enterprise Build Guide](/blog/internal-ai-agent-marketplace/) 13 Aug 2026
17. [Is Linux the Best OS for AI Agents? A 2026 Infrastructure Guide](/blog/linux-for-ai-agents/) 12 Aug 2026
18. [MCP Cloud vs Manufact Cloud: MCP Hosting Guide](/blog/mcp-cloud-vs-manufact-cloud/) 10 Aug 2026
19. [How to Make AI Writing Sound Human with Agent Skills](/blog/ai-writing-agent-skills/) 9 Aug 2026
20. [NVIDIA NOOA Review: Are Object-Oriented Agents Production-Ready?](/blog/nvidia-nooa-object-oriented-agents-review/) 9 Aug 2026
21. [Strix AI Pentesting: 30-Day Pilot and Buying Guide for 2026](/blog/strix-ai-pentesting-pilot-guide-2026/) 9 Aug 2026
22. [Hyperagent Review: Cloud AI Agents Without a Server](/blog/hyperagent-review-cloud-ai-agents/) 9 Aug 2026
23. [Hark Handoff Review: The Agent That Actually Clicks](/blog/hark-handoff-computer-use-agent-review/) 7 Aug 2026
24. [Meta Muse Code Pricing: Is the Contributor Tier Safe for Client Code?](/blog/meta-muse-code-pricing-contributor-tier/) 7 Aug 2026
25. [PII Redaction Before LLM Prompts: A Practical Pipeline](/blog/pii-redaction-before-llm-prompts/) 6 Aug 2026
26. [Agent Reach Review: Costs, Security and Real Limits](/blog/agent-reach-open-source-review/) 6 Aug 2026
27. [Cloudflare Wallets for AI Agents: What Is Live?](/blog/cloudflare-wallets-ai-agents/) 5 Aug 2026
28. [YC QM Agent Review: Is Quartermaster Ready for Work?](/blog/qm-ai-agent-harness-review/) 2 Aug 2026
29. [jcode vs Claude Code: Is the Rust Harness Worth Switching To?](/blog/jcode-vs-claude-code-rust-agent-harness/) 2 Aug 2026
30. [Lightpanda Browser for AI Agents: Production Guide](/blog/lightpanda-headless-browser-ai-agents/) 1 Aug 2026
31. [Graph Engineering for AI Agents: When Does a Knowledge Graph Pay Off?](/blog/graph-engineering-ai-agents/) 1 Aug 2026
32. [Multi-Model AI Coding Agent Stack: A Team Buying Guide](/blog/multi-model-ai-coding-agent-stack-2026/) 1 Aug 2026
33. [Is MCP Stateless Now? Your Server Migration Checklist](/blog/mcp-stateless-server-migration-2026/) 31 Jul 2026
34. [MCP Is Not a Security Boundary: Protect Agent Data](/blog/mcp-security-boundary-data-level-access-control/) 29 Jul 2026
35. [Can AI Agents Talk to Each Other? A Band Setup Guide](/blog/ai-agents-talk-to-each-other-band/) 29 Jul 2026
36. [LeanCTX Technical Field Report: 64.1% Less Context](/blog/lean-ctx-agency-experience/) 27 Jul 2026
37. [CLIProxyAPI: Run GPT-5.6 Sol Inside Claude Code](/blog/claude-code-gpt-5-6-sol-cliproxyapi/) 26 Jul 2026
38. [Enterprise MCP Authorization Architecture](/blog/enterprise-mcp-authorization-architecture/) 23 Jul 2026
39. [OpenAI Eval Sandbox Escape: 12 Controls Before You Test a Cyber Agent](/blog/ai-agent-eval-sandbox-security-checklist/) 22 Jul 2026
40. [Meterless Review 2026: Is This AI Agent Context Layer Ready?](/blog/meterless-ai-agent-context-layer-review/) 22 Jul 2026
41. [Claude Code vs OpenCode: Which Costs Less for a Team in 2026?](/blog/claude-code-vs-opencode-team-cost-2026/) 19 Jul 2026
42. [Graphify Review 2026: Is a Codebase Knowledge Graph Worth It?](/blog/graphify-review-codebase-knowledge-graph/) 16 Jul 2026
43. [AI Pilot Kill-or-Scale Scorecard: 12 Metrics to Check After 30 Days](/blog/ai-pilot-kill-or-scale-scorecard/) 16 Jul 2026
44. [T3MP3ST Review 2026: Can It Replace a Penetration Test?](/blog/t3mp3st-ai-red-teaming-review-2026/) 15 Jul 2026
45. [Open Knowledge Format (OKF): The Enterprise Guide](/blog/open-knowledge-format-okf/) 12 Jul 2026
46. [AI Agent Cost per Action: Why Agentic Workflows Blow Up Token Bills](/blog/ai-agent-cost-per-action-2026/) 9 Jul 2026
47. [How to Use Claude Fable 5 in Claude Code](/blog/coding-with-claude-fable-5/) 2 Jul 2026
48. [What an Internal AI Assistant Actually Costs in the DACH Region (2026)](/blog/internal-ai-assistant-cost-dach/) 29 Jun 2026
49. [The Bottleneck Was Never Intelligence. It Was Context.](/blog/ai-coding-agents-context-not-intelligence/) 23 Jun 2026
50. [ChatGPT Enterprise vs Copilot vs Custom RAG](/blog/chatgpt-enterprise-vs-copilot-vs-rag/) 22 Jun 2026
51. [MCP vs RAG vs Agent Skills vs Custom GPTs](/blog/mcp-vs-rag-vs-agent-skills-vs-custom-gpts/) 17 Jun 2026
52. [AI Agent Pilot in 30/60/90 Days](/blog/ai-agent-pilot-30-60-90-days/) 14 Jun 2026
53. [Permissions-First RAG over SharePoint, Confluence, Drive](/blog/rag-permissions-sharepoint-confluence-drive/) 11 Jun 2026
54. [RAG Production-Readiness Checklist for EU Companies](/blog/rag-production-readiness-checklist-eu/) 8 Jun 2026
55. [Why 40% of AI Agent Projects Die](/blog/why-ai-agent-projects-get-cancelled/) 26 May 2026

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}
```