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Tuesday, 20 October 2026 Reading Room

More in Tech

Clockworks TikTok Scraper Alternative: Same Input JSON, 6x Cheaper

I pasted one TikTok scraping input into two Apify Actors on 20 October 2026. Same JSON, same account, under a minute apart. One run cost $0.071 .

  • Same TikTok scraping input tested on two Apify Actors
  • Cheaper actor priced at $0.011, first actor at $0.071
  • Cheaper actor returns videos up to 3.8 years old

·dev.to

Guardrails Are a Design Review, Not a Filter

Originally published at Trida AI . An agent that can issue refunds, update inventory, or write back to a system of record does not fail in its wording first.

  • Guardrails are a critical design review process, not a final filter.
  • Guardrails consist of controls at various points to prevent failures.
  • Audit trail records every blocked action and decision for accountability.

·dev.to

Trunk-Based Development With Coding Agents: What Replaces Code Review?

TL;DR: Trunk-Based Development With Coding Agents On August 13th, Amp's Will Dollman explained why Amp's trunk-based development, with engineers pushing straight to main and no pull requests, still…

  • Before push, agents provide proof of code functionality using demos, test matrices, and logs.
  • Continuous Integration (CI) tests, infrastructure checks, and security scans block failing changes.
  • Traceability links each commit to its Amp thread, ensuring accountability and transparency.

·dev.to

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