ND Show HN: OpenClaw-class agents on ESP32 (and the IDE that makes it possible) (pycoclaw.com)
31 points by pycoclaw 5 days ago | 6 comments on HN ~lite vlite-2.0
Summary ~lite
The webpage presents a product called PycoClaw, an OpenClaw agent for embedded systems, with detailed features and comparisons.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 443 HN snapshots · 65 evals
+1 0 −1 HN
Audit Trail 85 entries
2026-03-13 22:56 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-13 22:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 22:50 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 22:50 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 22:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 21:36 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 21:36 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 21:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 21:16 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-13 21:16 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 20:04 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 20:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 20:04 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 19:56 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-13 19:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 18:38 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 18:38 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 18:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 18:32 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-13 18:32 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 17:23 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 17:23 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 17:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 17:18 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-13 17:18 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 15:55 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 15:55 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 15:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 15:51 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-13 15:51 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 15:17 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 15:17 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 15:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 15:12 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 14:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 14:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 13:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 13:47 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 13:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 13:12 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 12:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 12:33 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 12:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 11:57 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 11:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 11:19 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 10:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 10:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 10:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 10:02 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 09:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 09:21 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 08:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 08:43 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 08:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 08:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 07:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 07:24 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 06:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 06:43 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 06:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 06:04 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 05:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 05:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 05:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 04:51 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.64
2026-03-13 04:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 04:15 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-13 03:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 03:40 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) -0.64
2026-03-13 03:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 03:04 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.64
2026-03-13 02:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 02:29 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) -0.64
2026-03-13 02:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 01:47 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.64
2026-03-13 01:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 01:15 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) -0.64
2026-03-13 01:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 00:46 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 00:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion
2026-03-13 00:14 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive)
2026-03-13 00:10 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-12 23:33 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-12 23:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical content about PycoClaw, an OpenClaw agent for ESP32, no human rights discussion