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-rw-r--r--gemfeed/2026-02-22-taskwarrior-autonomous-agent-loop.gmi.tpl6
1 files changed, 5 insertions, 1 deletions
diff --git a/gemfeed/2026-02-22-taskwarrior-autonomous-agent-loop.gmi.tpl b/gemfeed/2026-02-22-taskwarrior-autonomous-agent-loop.gmi.tpl
index a067d40d..c62e92e1 100644
--- a/gemfeed/2026-02-22-taskwarrior-autonomous-agent-loop.gmi.tpl
+++ b/gemfeed/2026-02-22-taskwarrior-autonomous-agent-loop.gmi.tpl
@@ -390,6 +390,10 @@ Having instructed in the skill for the agent to reflect on its own implementatio
The sub-agent reviews consistently caught things the main agent missed — tests that only asserted on mocks, missing edge cases, and even a real bug. Without the dual review loop, the agent tends to write tests that look correct but do not actually exercise real behavior.
+## Code review: human spot-check at the end
+
+On top of the agent's self-reflection and the two sub-agent reviews per task, I reviewed the produced outcome at the end. I did not read through all 5k lines one by one. Instead I looked for repeating patterns across the test files and cherry-picked a few scenarios — for example one integration test from the open/close family, one from the rename/link family, and one negative test — and went through those in detail manually. That was enough to satisfy me that the workflow had produced consistent, runnable tests and that the whole pipeline (task → implement → self-review → sub-agent review → fix → second review → commit) was working as intended.
+
## Measurable results
Here is what one day of autonomous Ampcode work produced:
@@ -398,7 +402,7 @@ Here is what one day of autonomous Ampcode work produced:
* 48 Taskwarrior tasks completed
* 47 git commits
* 87 files changed
-* 12,012 lines added, 1,543 removed
+* ~5,000 lines added, ~500 removed
* 18 integration test files
* 15 workload scenario files (one per syscall category)
* 93 test scenarios total (happy-path and negative)