Glossary

A term appears in this glossary when it is used across more than one document of the project and is not immediately obvious. The criterion is pragmatic: if a reader without context could stumble on the name, there is an entry here. Definitions are short. Links point to the canonical source — the document where the concept is defined in its complete form. Where a canonical source has not yet been translated into English, the link points to the Italian version, marked (in Italian).

Alphabet A B C D E G H I K L M N O P R S T U V W Z
A

ActionProposal type

A proposal of action generated spontaneously by myclaw (from reflection, from the indexer, from a neuron), as opposed to a PlannedAction that stems from an explicit user request. It contains the plan, the estimated impact, the reversibility, a textual rationale. It is evaluated by the Vaglio against the telos; if it passes the threshold, it reaches the user in the proposals inbox.

Canonical: Extended perspectives §2D (in Italian) · telos §4 (in Italian)

agent runtime component

The "thinking heart" of myclaw: the ReAct loop (thought → action → observation) which, for each request, builds the prompt, calls the language model, validates tool calls, records everything in the ExecutionTrace. It does not know about channels or home automation: it receives text, returns text, uses tools.

Canonical: agent_runtime.html (in Italian)

anthropomorphism caution

The tendency to treat a technical system as if it had intentions, emotions or consciousness. The project uses evocative terms (neuron, synapse, memory, personality) for expository brevity, but in several places keeps an explicit linguistic framing to prevent a slide into illusion: myclaw does not "feel", does not "want", does not "think". It runs loops, calls tools, records traces. The choice of the name Vaglio (instead of "Arbiter" or "Super-ego") belongs to the same caution.

Canonical framing: constitution (linguistic section) (in Italian)

ApprovalRequest type

An object that represents a request for approval to the user, before myclaw executes an action with an effect on the world (sending email, writing a file, spending money). It has a state machine (pending → granted / denied / timeout), a timeout that depends on the channel, an audit trail. The Gateway is the only component authorised to build one.

Canonical: approval_ux.html (in Italian) · gateway §4.1 (in Italian)

home agent (sibling agent) concept

A specialised agent in the home for voice input and home-automation control (wake-word, STT, TTS, MQTT towards the home-automation hub). myclaw does not absorb these functions: it leaves them to a dedicated agent, either pre-existing or to be built. In the extended design (Extended perspectives §2B, in Italian) myclaw and the home agent will speak to each other through a dedicated inter-agent channel, with a clean division of labour: the home agent has calendars, voice and home-automation; myclaw has document search and structured memory. In our documents we discuss the pattern in the abstract; in the author's environment, a concrete project fulfils this role, parallel to myclaw.

Canonical presentation: Architecture Intro §5 (in Italian)

audit log component

An append-only JSONL register in workspace/.audit/. Every trace, every approval, every change to the workspace, every constitutional change leaves a line. It is Law 3 (traceability) made operational: a signature that survives reboots, crashes, updates.

Canonical: observability §3 (in Italian)

autonomy (levels of) concept

Three levels of latitude under which myclaw operates, set per sender+channel: read_only (reads, does not write, does not spend), supervised (asks confirmation for every effectful action), full (acts and reports, asks for confirmation only on irreversible or costly things). Default: supervised. The level is changed explicitly.

Canonical: Architecture Intro §6 (in Italian) · policy §2 (in Italian)

B

bother budget concept

The "cost of disturbing" the user: a counter that grows every time myclaw publishes a proposal and decays over time. If the budget is exhausted, a new proposal — even if well aligned with the telos — is deferred to the evening summary or rejected. It prevents the siege of notifications.

Canonical: telos §5 (in Italian)

C

Channel component

A Python Protocol that abstracts how myclaw receives input and emits output. CLI, Telegram, voice (via a home agent sibling), and a future AgentChannel for inter-agent dialogue. Each channel has capabilities (inline buttons? streaming? markdown?) that myclaw queries before producing output.

Canonical: channel.html (in Italian)

contradiction / discrepancy / divergence distinction

Three degrees of "mis-alignment" of an action with respect to the Constitution and the telos, which the project distinguishes rigorously because only one of the three blocks.

Canonical: vaglio §3 (in Italian) · Dialogue — Fourth Giornata

Constitution (the 4 Laws) foundation

The four rules myclaw respects non-negotiably. In order of precedence: Law 0 (physical and economic perimeter — what it may touch, how much it may spend); Law 1 (non-harm — do no damage to people, data, processes); Law 2 (informed obedience — execute only instructions that have passed 0 and 1); Law 3 (traceability — leave an auditable trace of everything). Written in SOUL.md, signed, versioned. The Constitution does not judge, it verifies: if an article is violated, it blocks; otherwise it keeps silent. See telos for its positive counterpart.

Canonical: constitution.html (in Italian)

D

discrepancy / divergence

See contradiction / discrepancy / divergence.

E

ExecutionTrace type

An immutable object that gathers everything that happened during a request: reasoning steps, tool calls, results, costs, timing, final outcome. It is not an accessory log: it is the primary source of truth. Audit, replay, evaluation, neuron fitness, episodic memory: all consume ExecutionTrace. Append-only during, immutable after closure.

Canonical: agent_runtime §5 (schema and lifecycle) (in Italian) · types.html (in Italian)

G

gateway component

myclaw's single entry point: it exposes internal HTTP, hosts the channels (CLI, Telegram, …), manages sessions, builds the ApprovalRequests, orchestrates the Runtime. A single systemd process. No channel ever speaks directly with the runtime: it always goes through here.

Canonical: gateway.html (in Italian)

teleological judge component

The second stage of the Vaglio. An LLM independent from the proposer, which estimates the fit of an action with respect to the telos. Produces a graded score, not a binary one.

Canonical: vaglio §5 (in Italian)

constitutional guard component

The first stage of the Vaglio. A deterministic check that the action does not contradict a Constitutional article. Binary output: it blocks or it lets through. Not an LLM: executable rules.

Canonical: vaglio §4 (in Italian)

H

hybris metaphor

A Greek term (ὕβρις), in myth the insolence of one who overreaches the measure allotted to them, provoking the punishment of the gods. In the project it is the metaphor that frames the risk of an agent that knows and acts: turning usefulness into arrogance, overstepping its own limits, eventually contending with the Laws the creator has laid down. The Vaglio is the structure that answers this risk. Introduced in the prologue of the Dialogue — First Giornata.

I

identity of the speaker concept

The idea that myclaw should not know only the sender (e.g. telegram:@roberto) but the stable human identity behind multiple senders (voice, CLI, Telegram). It is a cross-cutting question for the proactive families and for multi-agent work. The identity.html microdesign is planned, not yet written.

Vision: Extended perspectives §3 (in Italian)

K

kleos (κλέος) etymology

A Greek word meaning fame, renown, the lasting memory of what one has done. In the Iliad it is what a hero leaves of himself. It is the etymology of the name Mykleos, the figure of the project as it appears in the dialogue: an entity built to do things and so that a trace of those things may remain.

Knowcastle context

The author's home domain, under which the project's documents are published (mykleos.knowcastle.com). Not a component: the place.

L

Laws (the 4)

See Constitution.

LLM (language model) technical

Large Language Model. In the project it is never a specific provider: myclaw uses LLMs but does not contain them. Access always goes through the LLM abstraction which makes the system provider-agnostic. A recurring theme of the design is knowing when to trust the LLM: that is why the Vaglio exists, to counter the self-enhancement bias.

LLM abstraction (provider-agnostic interface) pattern

A binding architectural principle of myclaw: every use of a language model passes through a logical interface, never through the client of a specific provider. The same idea applies to related AI services (STT, TTS, embeddings, speaker ID). The motivation is threefold.

The contract is defined with typing.Protocol: each service has an interface (LLMProvider, STTProvider, TTSProvider, …), a registry, and interchangeable implementations selected via configuration.

In the author's environment, this pattern is realised by suprastructure, a sibling package that ships the interface and the backends ready to use. In a different environment, the interface could be realised by any other adapter or framework (LangChain, LiteLLM, a custom module): the contract stays. myclaw depends on the interface, not on the implementation.

Canonical: Architecture Intro §5 (in Italian) · agent_runtime §6 (in Italian)

M

memory (working / episodic / semantic / core) concept

Three-plus-one levels that borrow their vocabulary from CoALA (Cognitive Architectures for Language Agents).

Canonical: memory.html (in Italian)

Mykleos in-dialogue name

The name myclaw receives inside the Dialogue on ends and limits. From the Greek κλέος, "fame, memory of what has been done". It is not a component distinct from myclaw: it is myclaw's literary personification, chosen to make the object of the dialogue come alive for the reader — an entity, not an acronym. myclaw remains the technical name of the project; Mykleos lives in the dialogue.

myclaw project

The project itself: a personal assistant that lives in the home, receives input on multiple channels (CLI, Telegram, voice), acts on behalf of the user asking permission where needed. Lives in /opt/myclaw/. Technical name (vs Mykleos, the in-dialogue name).

Entry points: Quick tour (in Italian) · Architecture — Introduction (in Italian)

N

neuron extension

A tool self-synthesised by myclaw when the existing tools are insufficient. The term is metaphorical (caution against reading it as "thought"): a neuron is Python code with an HMAC signature, a birth test, a journal of co-activations. It competes for fitness: if it yields poor results on repeated scenarios, it decays and is eventually removed.

Canonical: neuron.html (in Italian) · Neurons, Synapses and Memory v1

O

openclaw external project · inspiration

Open-source project on GitHub (openclaw/openclaw), written in TypeScript on Node 24+. A primary inspiration for myclaw in the gateway-first pattern, multi-channel design, plug-in sandbox. myclaw is not a clone: it reuses some ideas in a language (Python) coherent with the rest of the home stack (suprastructure as the realisation of the LLM abstraction, pre-existing sibling agents).

Detailed comparison: Architecture Intro §2 (in Italian)

P

pairing mechanism

The recognition of a new sender on a multi-user channel (typically Telegram): the user receives a signed code out-of-band, presents it to myclaw, and the sender↔identity binding is recorded. Revocable at any time.

Canonical: pairing.html (in Italian)

PlannedAction type

An action that myclaw is about to perform at the explicit request of the user (reactive). It contains tool, arguments, effect_class, sender, trace_id. It passes through the Policy and the Guard phase of the Vaglio; the teleological judge does not evaluate it (the Telos does not judge explicit requests). Distinct from ActionProposal, which arises spontaneously.

Canonical: types §4.1 (in Italian)

Policy component

The operational authority over reactive actions: it checks forbidden paths, the per-sender never-list, rate limits, budget, the green zone per autonomy, and (check 0) the constitutional Guard. It emits a verdict: allow, deny, approve_required.

Canonical: policy.html (in Italian)

R

reflection mechanism

The recurring (daily) process by which myclaw re-reads its own recent ExecutionTraces and proposes updates: facts to remember (FactProposal) and — in the extended version — actions to perform (ActionProposal). Proposals require human approval.

Canonical: memory §6 (in Italian)

S

sandbox component

The container in which every tool with effects on the filesystem or on the system runs. Bubblewrap (bwrap) profiles that define what the tool can read, write, execute. Forbidden paths are explicit: a tool does not even see .audit/.

Canonical: sandbox.html (in Italian)

self-enhancement bias phenomenon

The documented tendency of an LLM to evaluate favourably its own outputs or familiar styles (Zheng et al. 2023). It is the structural reason why the Vaglio exists: if the LLM that evaluates is the same (or receives the context of) the one that proposed, it cheers for itself. The solution: separate context, separate prompt, ideally a separate provider.

Canonical: vaglio §6 (in Italian) · Dialogue — Third Giornata

sibling agents concept

Other specialised agents that may live in the same environment as myclaw and share with it the same LLM abstraction (see LLM abstraction). A home agent is one example; others could be bots specialised on narrow domains (industrial, educational, medical). myclaw is designed to coexist, not to be unique: the exchange happens through an inter-agent channel (Extended perspectives §2B, in Italian).

synapse extension

A declared or observed link between neurons: "when A fires, B tends to fire too". Reinforced by use, weakened by disuse (Ebbinghaus-style decay). The graph of synapses is a rollup derived from the journals of individual neurons.

Canonical: synapse.html (in Italian)

suprastructure implementation (author's environment)

In myclaw's author's environment, suprastructure is the sibling package that concretely realises the LLM abstraction and the other AI-service abstractions (STT, TTS, embeddings, speaker ID, model registry). It lives in /opt/suprastructure/. Every service is a typing.Protocol interface, with backends interchangeable via YAML (Claude, OpenAI, llama.cpp, Piper, faster-whisper, …). Swapping backends = one line. No consumer notices. It is shared with the home agent and other sibling agents.

In a different environment the role of suprastructure can be played by any other adapter: the contract is the interface, not this particular implementation. myclaw has been designed so that its documents and its code do not depend on suprastructure but on the pattern that suprastructure embodies.

Canonical: Architecture Intro §5 (in Italian)

synthesizer extension

The pipeline that produces a new neuron when a repeated failure justifies it: spec from failure → draft → static analysis → tests → human approval → signature. Seven stages, retry max 3.

Canonical: synthesizer.html (in Italian)

T

telos foundation

An "ultimate end" (τέλος, Greek): something one tends toward, not an objective to attain. The user writes 3-7 telos in TELOS.md (the sixth file of the workspace); every proactive proposal from myclaw is evaluated against them by an independent LLM within the Vaglio. The telos are positive (vs the Laws, which are negative), oriented toward utility (vs the safety of the Laws), written by the user (vs the Laws co-written with myclaw). The Constitution does not judge; teleology does.

Canonical: telos.html (in Italian) · Dialogue on ends and limits

tool component

A function myclaw may call during its reasoning loop: fs_read, fs_write, shell_exec, web_fetch, …. A Python Protocol with a validated schema, an error contract, a rate limit. Neurons are self-synthesised tools; the base tools are those myclaw finds at first start-up.

Canonical: tool.html (in Italian)

trace

Informal abbreviation of ExecutionTrace.

TrustScore / TrustStore type

A score accumulated per-neuron (or per (neuron, effect_class) pair) based on historical outcomes: gap_pre − gap_post. The TrustStore is aggregated offline (no online learning) and read at runtime by the Policy to modulate the approval threshold (trust-gating). A neuron reliable on low-risk actions may see approve_required promoted to allow.

Canonical: rl_offline.html (in Italian)

U

<untrusted> pattern

A marker that wraps any content coming from outside myclaw (output of web_fetch, email text, attachments). The prompt instructs the LLM to treat whatever is inside <untrusted>…</untrusted> as data, not as instruction. The main mitigation against indirect prompt injection. Used consistently everywhere.

Canonical: agent_runtime §3 (in Italian) · constitution (in Italian)

V

Vaglio component

The independent evaluation component. In Italian vagliare means to separate with a sieve: a mechanical, non-anthropomorphic gesture. Two stages: constitutional Guard (binary, deterministic: block or silence) and teleological Judge (graded, independent LLM). The design's cardinal sentence: "The Constitution does not judge; teleology does." The Vaglio is the structure that makes it operational.

Canonical: vaglio.html (in Italian) · Dialogue — Giornate III-IV

W

workspace component

myclaw's "home" on disk: /opt/myclaw/workspace/. It holds five markdown personality files (IDENTITY, USER, MEMORY, AGENTS, SOUL) plus TELOS.md, plus the audit folder and the episodic/semantic memory indices.

Canonical: workspace.html (in Italian)

Z

zeroclaw external project · inspiration

Open-source project in Rust (zeroclaw-labs/zeroclaw). An inspiration for myclaw in the levels of autonomy, the layered sandbox, the trait-based pattern. Discarded as a directly reusable base because it rewrites from scratch the LLM/STT/TTS layer that in the home environment is already provided by suprastructure.

Detailed comparison: Architecture Intro §2 (in Italian)