The AI Native Dev - from Copilot today to AI Native Software Development tomorrow

The Greatest Time to Build a Startup (The AI-Native Advantage)

62 snips
Mar 10, 2026
Daniel Jones, partner at re:cinq who helps firms adopt agentic coding and AI-native development. He unpacks hidden pitfalls of agentic development, why tests and version control matter with agents, how to manage context to avoid hallucinations, and practical rollout and platform strategies for scaling AI in enterprises.
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ADVICE

Pilot Quickly Then Standardize Tools

  • Do avoid indecision at the org level; pilot tools and then standardize where useful.
  • Daniel notes 2025 was permissive tool trialing but 2026 shows teams standardizing due to licensing, ergonomics, and cost pressures.
ADVICE

Manage Context Windows Actively

  • Do proactively manage context windows: clear chats, split topics, and keep chats on-topic.
  • Daniel cites research showing reasoning drops beyond ~30k tokens and recommends separate chats/apps (e.g., Warp for CLI, browser for research).
ADVICE

Avoid Overloading Agents.md Use Progressive Skills

  • Avoid dumping every instruction and MCP into agents.md; prefer progressive disclosure and skills.
  • Daniel cites a Zurich paper showing excess agent instructions can reduce outcome quality and recommends summarised skills the model can request.
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