+ iHjk2Rt^RIHt^RIt^RIt^RIHt^RIHt]P!R4t Rt Rt Rt R tR t]P !R ]P"4t]P !R 4t]]]3,tR RltRRltRRltRRltRRltRRltR#)a<Skills that change mid-conversation reach the model without a prompt rebuild. The ```` index lives in the system prompt, and a conversation keeps those bytes for its whole life so the provider prefix cache stays warm (#104414). A skill installed, created or removed after the prompt was built (hub install, ``skill_manage``, the curator, a plugin going live, a change made by another process) therefore never reached the index the model routes on until compaction rebuilt the prompt. Every turn compares the index the prompt carries with the index the session would build now and delivers the difference on the per-turn user-message note channel, behind the cached prefix (ported from cloudflare/cloudflare-os#267). Each note states the FULL difference against the prompt, so the prompt plus the newest note is the complete record of what the model was told. A fresh agent (the gateway builds one per turn) reads that record back from the transcript once; a long-lived agent (CLI, TUI, Desktop) keeps it on itself. A note is sent only when the difference changes. ) annotationsN)Any)flatten_message_text run_agentz][System: The skills available in this conversation changed after its system prompt was built.zfNow available (load with skill_view(name) when relevant, like the skills listed in the system prompt):zNo longer available:zf The skills listed in the system prompt are accurate again; earlier skill-change notes are superseded.z - z-\n?(.*?)z\[names only\]:\s*(.+)$c V^8dQhRRRR/#)linestrreturn)formats"=/home/ubuntu/.hermes/hermes-agent/agent/skills_index_delta.py __annotate__r&s66C6C6czVP4R,PR^4^,P4#)zSkill name of an index row (`` - name: description`` / `` - name``). Split on ``": "``: plugin skills are qualified (``plugin:skill``), so a bare ``":"`` is part of the name.rNNz: )stripsplit)rs&r _row_namer&s0 ::<  ! !$ *1 - 3 3 55rc V^8dQhRRRR/#)rpromptrr dict[str, str]r )r s"r rr,s  # . rcH\V\4'd\PV4MRp/pV'd VP ^4P 4MRFpVP 4PR4'd5\V4;p'd"VPWCP44K\\PV4;p'gK{\RRVP ^4PR444FpVPVR4K K V#)z``{name: index row}`` for every skill in ``prompt``'s ```` block; names-only category rows (focus mode) map to ``""``. ``{}`` without a block.Nz- c3@"TFqP4xK R#5iN)r).0ns& r index_entries..5s%X9WAggii9Ws,r ) isinstancer _BLOCK_REsearchgroup splitlinesr startswithr setdefaultrstrip_NAMES_ONLY_REfilterr)rmatchentriesrname names_onlys& r index_entriesr/,s)363(?(?I  V $TE G/4 A))+"< ::< " "4 ( (io.Ed.E   t[[] 3)006 6Z 6 6t%X9I9I!9L9R9RSV9W%XY""4,Z = Nrc$V^8dQhRRRRRR/#)raddedrremovedzset[str]r r r )r s"r rr:s!"">"H""rc JaS'gV'g\ \ R2#\.pS'd$V\.V3Rl\S44O, pV'd3VP \ RRP \V44 24RP V4R,#)]c3Z<"TF pSV,;'g \ V 2xK" R#5ir)_ROW)rr-r1s& r r_render..?s( ZMDt!?!?4&!?Ms++ z,  ) _NOTE_PREFIX_ACCURATE_AGAIN _ADDED_HEADsortedappend _REMOVED_HEADjoin)r1r2partssf& r _renderrB:s} 022 NE  +[ ZFSXM Z[[ a &/(B'CDE 99U c !!rc V^8dQhRRRR/#)rnoter r _Deltar )r s"r rrEs0000rcxVPR4p\4p\VR,9dWVR,FIpVP\4'gM-VP \ VPR444KK \4pVR,FpVP\4'gK V\\4RPR4pVPR4Uu0uF*qfP4'gKVP4kK, ppM \V4\V43#uupi)zFInverse of :func:`_render` for the text that follows ``_NOTE_PREFIX``.r9:rNrr4:rGNNNr) rsetr<r&r6addr removesuffixr?lenr frozenset)rDlinesr1rr2tailrs& r _parserOEs JJt EeEeCj "IID??4(( IIi 1 1# 67 8Gb  ??= ) )M*+,99#>D*.**S/G/QWWYyqwwy/GG   U Yw/ //Hs +D7D7c V^8dQhRRRR/#)rconversation_historyrr rEr )r s"r rrWs $ $S $V $rc\T;'g.4Fp\V\4'dVPR4R8wdK1VPR4p\V\4'dTMRR,\ VPR44,p\ V9gK\VP\ ^4^,4u# \4\43#)zThe difference named by the newest skills note anywhere in the transcript: a note far back still describes the current state when nothing changed since it was sent.roleuser api_contentr r9content) reversedr!dictgetr rr:rOrsplitrL)rQmsgsidecartexts& r _announcedr^Ws,223#t$$6(A ''-(%gs33tCFZ[^[b[bcl[mFnn 4 $++lA6q9: : 4 ; ##rc(V^8dQhRRRRRRRR/#)ragentrrrQr boolr )r s"r rrds)$$3$$3$SW$rcd\VRR4R8Xg\VRR4R8XdR#\V4pV'gR#^RIHp\V!V44p\TR R4p\T4p\T\4'dT^,T8Xd T^,M \T4wr\T4T,T , \T48Xd YxT 33Tn R#TP4U U u/uFwrY9gK YbK p p p \T4\T4, p T\T 4\T 433Tn \Y4Tn\ P#R \TR R4\%T 4\%T 44R # \d\ P RR R 7R#i;iuup p i)aStage a one-shot note when the skills this session can load differ from ``prompt``'s index by something the model has not been told yet. Returns whether it staged. A prompt without an index is never compared: it has no baseline (skills tools off, a seeded or embedder-supplied prompt), and announcing the whole catalog there would only add noise. MoA and codex_app_server turns never stamp the ``api_content`` sidecar, so the note could not be read back from the transcript; those modes skip it, like the surface-switch note.providerNmoaapi_modecodex_app_serverF)_skills_promptz-skills index delta: current index unavailableT)exc_info_skills_index_toldzSession %s: skills changed (+%d/-%d) since the system prompt was built; delivering the change as a turn note (prefix cache preserved). session_id)getattrr/agent.system_promptrg Exceptionloggerdebughashr!tupler^rHriitemsrLrB_skills_index_noteinforK)r`rrQstoredrgcurrenttoldkey told_added told_removedr-rowr1r2s&&& r stage_skills_index_noter|ds}uj$'50GE:t4TXj4j 6 "F 6u 56 5. 5D v,C*4T5*A*Ad1gQTntAwZdeyZzJ F j L0CL@$'l)C#D (/  N944;MYTYE N&kCL(G #i&6 '8J%KLE&u6E KK :|T*CJG  )  Dt T OsF, F,;F,"F)(F))__doc__ __future__rloggingretypingragent.message_contentr getLoggerrnr:r<r?r;r6compileDOTALLr"r)rqrLrErr/rBrOr^r|r rr rs# 6   ; 'n v & z JJG S 67 y)# $6 "0$ $$r