Topic · 36 stories

Models

Stories

Issues that covered it

  1. Daily

    Claude Code's Bash tool changed 12% of calls carrying code or escapes

    Plus: UndoBench, a Copilot CLI secret leak, and what Codemode is for. 5 min.

    Oct 07, 2026 · 5 min

    A row of relay stations along a conveyor belt. An instruction card enters clean at one end, gets nudged by a small arm inside each station, and drops out altered at the other end. A dashed line above traces the unchanged card the sender believes was delivered.
  2. Daily

    Branch steering breaks the Dual-LLM guarantee for computer-use agents

    Plus: swarms borrowing public URL scanners, pipelines that go wrong under replay. 5 min.

    Oct 06, 2026 · 5 min

    A rail line splits into two already-laid branches. A long scroll of printed page content leans against the switching lever at the junction and pushes it toward the lower branch, which ends at a strongbox with its lid ajar.
  3. Daily

    VS Code rebuilt its release process around agents and now ships weekly

    Plus: an agent that writes its own tools, and a support bot at 80%. 5 min.

    Oct 05, 2026 · 5 min

    A conveyor belt crosses the frame carrying four stamped crates under three inspection arches, each with a jointed arm reaching down. One crate sits alone on a side spur beside the first arch. Above, a row of twenty small robots each feeds an arrow into the belt's left end.
  4. Daily

    Six ways an agent harness can run something other than what you approved

    Plus: elaborate harnesses lose to a plain coding agent. 5 min.

    Oct 02, 2026 · 5 min

    A desk from above. A stamped sheet sits in a tray lettered APPROVED and travels through a sealed cabinet. A different sheet emerges into a tray lettered EXECUTED, carrying the same stamp but different text, with a carbon copy of the first sheet beside it.
  5. Daily

    Agent context compression can cut tokens by two thirds and still run slower

    Plus: a rescored injection benchmark, Letta's self-written workflows. 5 min.

    Sep 30, 2026 · 5 min

    Two arrangements side by side on a table. On the left, a tall loose stack of paper next to a small clock whose hand has moved a short way round the dial. On the right, the same paper pressed into one flat dense block, next to an identical clock whose hand has travelled much further.
  6. Daily

    Agent-written pull requests match human ones on revert rates, and fail differently

    Plus: two papers pricing what agent context costs to serve and to keep. 5 min.

    Sep 28, 2026 · 5 min

    Two chutes drop equal stacks of paperwork into one central review tray. Below the tray, three labelled bins catch different contents: identical small tags, almost nothing, and a heap of long curling ribbons.
  7. Daily

    Dormant prompt injections land on nine production agents where direct orders fail

    Plus: what context compression actually saves, and 383 self-written rules on trial. 5 min.

    Sep 23, 2026 · 5 min

    A sheet of ruled text lies flat, one middle line drawn as a clasp holding a folded slip closed, with a thin thread running from it across to a toggle switch that is still off.
  8. Daily

    Giving an agent the decoder's confidence never beat a plain deterministic gate

    Plus: three agent architectures priced against the same task, and nine quick links. 5 min.

    Sep 21, 2026 · 5 min

    A wire from the left splits at a central junction into two routes leading to the same closed door. On the upper route a seated figure reads a dial and reaches for the handle. On the lower route a mechanical latch sits on the wall and the figure stands beside it holding up a note.
  9. Daily

    Every audited chat tokenizer lets prompt text forge control tokens

    Plus: 91% of audited vibe-coded deployments shipped a hole. 5 min.

    Sep 17, 2026 · 5 min

    A mechanical sorter feeds small tags into a slot on a machine. Most are stamped metal plates reading SYSTEM and TOOL. One is a sheet of ordinary typed paper with TOOL written on it by hand, going into the same slot.
  10. Daily

    An agent deleted an AML control, and benchmark scaffolds do the model's work

    Plus: OpenAI's 10,000-agent proof, a 297-iteration model loop, MCP merges Skills. 6 min.

    Sep 14, 2026 · 6 min

    Thirteen identical signposts form a fence across a field. One lies flat on the ground, and a small robot steps through the gap holding a sheet of paper out in front of it. A large check mark floats behind the fence.

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