feat: add stuck loop detection and exponential backoff infrastructure for agent polling (#17118)

Merged via /review-pr -> /prepare-pr -> /merge-pr.

Prepared head SHA: eebabf679b983e5a660fb3cef371e1303f11f615
Co-authored-by: akramcodez <179671552+akramcodez@users.noreply.github.com>
Co-authored-by: gumadeiras <5599352+gumadeiras@users.noreply.github.com>
Reviewed-by: @gumadeiras

CHANGELOG.md

@@ -20,6 +20,7 @@ Docs: https://docs.openclaw.ai
 - Gateway/Config: prevent `config.patch` object-array merges from falling back to full-array replacement when some patch entries lack `id`, so partial `agents.list` updates no longer drop unrelated agents. (#17989) Thanks @stakeswky.
 - Config/Discord: require string IDs in Discord allowlists, keep onboarding inputs string-only, and add doctor repair for numeric entries. (#18220) Thanks @thewilloftheshadow.
 - Agents/Models: probe the primary model when its auth-profile cooldown is near expiry (with per-provider throttling), so runs recover from temporary rate limits without staying on fallback models until restart. (#17478) Thanks @PlayerGhost.
+- Agents/Tools: make loop detection progress-aware and phased by hard-blocking known `process(action=poll|log)` no-progress loops, warning on generic identical-call repeats, warning + no-progress-blocking ping-pong alternation loops (10/20), coalescing repeated warning spam into threshold buckets (including canonical ping-pong pairs), adding a global circuit breaker at 30 no-progress repeats, and emitting structured diagnostic `tool.loop` warning/error events for loop actions. (#16808) Thanks @akramcodez and @beca-oc.
 - Agents/Tools: scope the `message` tool schema to the active channel so Telegram uses `buttons` and Discord uses `components`. (#18215) Thanks @obviyus.
 - Discord: optimize reaction notification handling to skip unnecessary message fetches in `off`/`all`/`allowlist` modes, streamline reaction routing, and improve reaction emoji formatting. (#18248) Thanks @thewilloftheshadow and @victorGPT.
 - Telegram: keep draft-stream preview replies attached to the user message for `replyToMode: "all"` in groups and DMs, preserving threaded reply context from preview through finalization. (#17880) Thanks @yinghaosang.