Agentprivacy dual agent harness
Skill mitchuski/agentprivacy-skills/agentprivacy-skills-v5/meta/agentprivacy-dual-agent-harness
Privacy-first AI agent skills for Claude Code. 80+ skills and personas for ZKP, decentralized identity, dual-agent architecture, and sovereign AI
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The operational Swordsman ⊥ Mage autoresearch loop: how to actually RUN dual-agent separation as a self-improvement harness against a concrete optimization target. The Mage (bnot · proposer) conceals/reduces; the Swordsman (neg · prover) signs only what survives an un-tuneable held-out gate; the Gap between them is the non-collusion precondition, physically realized as a Fiat-Shamir witness set the proposer cannot see. Activates when building or driving an agent loop that must produce VALIDATED improvements (circuit/gate/qubit reduction, cost optimization, any "make it cheaper and prove it" task) without fooling itself with mirages. Triggers: "dual-agent loop", "swordsman mage harness", "autoresearch", "proposer prover loop", "reduce gates or qubits", "ecdsa.fail", "circuit co-evolution", "held-apart agents", "neg bnot succ". V6 register note (2026-06-10): conjecture/version citations resolve to agentprivacy-docs/research/CONJECTURE_REGISTER_V6.md (head C89); model head: privacy_value_v6_formal_specification.md.
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SKILL.md
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The Dual-Agent Harness
Separation is a guarantee; this skill makes it a method. It takes two skills you already
have — separation-enforcement (why the Swordsman and Mage must be held apart) and
horizon-gate (why a claim is worth nothing until it survives an un-tuneable gate) — and
turns them into a running loop that produces validated improvements on a real target.
Canonical home: this method now has its own framework directory,
agentprivacy-dual-agent-harness/(enginecore/dual_agent_loop.mjs, the seat contract, the persona/skill bindings, and a catalog of pluggableharnesses/). This plugin skill is the registered mirror. To build or run a harness, work from that framework; use this skill to recognise when the pattern applies and to recall the discipline.
"The proposer that grades itself builds mirages; only what the Gap could not tune to is a result."
Spell: measure → propose(held-apart) → hunt → assay(held-out) → critic → accept-only-on-validated-product
1. The algebra it runs on
The V6 master inscription is the harness:
(⚔️ ⊥ ⿻ ⊥ 🧙) 😊 = neg ⊕ bnot → succ
Proven on Z/64Z (V6 formal spec): neg(x) = (64−x) mod 64 (the Swordsman),
bnot(x) = 63−x (the Mage), and neg(bnot(x)) = succ(x) — the successor is not
primitive; it emerges from the two free involutions composed across the Gap. Operationally:
the result advances one step only when a reduction (Mage) is signed by a proof (Swordsman)
held apart from it. Neither agent alone produces succ.
2. Role assignment (map your target onto the three seats)
| Seat | Algebra | Mandate | Must NOT |
|---|---|---|---|
| 🧙 Mage — proposer | bnot (conceal/reduce) | propose the smallest bounded change that makes the artifact cheaper; re-express paid work as free operations where the structure permits | see or reason about the held-out test derivation (that is collusion → mirage) |
| ⿻ the Gap — separation | ⊕ | reseed/derive the witnesses from the proposer's OWN output (Fiat-Shamir) so they cannot be tuned to | leak the proposer's draft into the witness choice, or vice versa |
| ⚔️ Swordsman — prover | neg (sign/commit) | run the full held-out gate; arbitrate on the true objective; sign only a validated win; name and reject mirages | propose changes itself, or accept a probe pass as a result |
This is Φ(Σ) with det(Σ) ≠ 0 put in motion: if the proposer can grade itself, the rows
collapse and the loop becomes a mirage factory (the I(Y_S; Y_M | X) = 0 precondition broken).
3. The loop
- Measure (don't guess). Sync the real frontier; meter every candidate lever's true cost; rank by the true objective (for a product objective, the product — see §4), preferring the biggest plausibly-findable, structural win. (City: Eos 🌅.)
- Propose (Mage, held apart). Run a panel of finders, each a distinct lens, blind to one another and to the witnesses. One bounded change each, with a source-backed rationale and the single smallest fix (RCI Before-step).
- Hunt (the Gap). Reseed the held-out witnesses from each proposal; cheap pre-screen produces candidates, never results.
- Assay (Swordsman). Arbitrate on the true objective; run the full held-out gate; only a clean full pass is validated. A candidate that pleased the probe and fails the full set is a mirage — name it, reject it, however cheap it looked. (City: Dokimé 🪨, the 9024.)
- Critic. Classify the round structural / probe-limited / noise; feed one source-backed lead to the next Measure. Stop sweeping the moment failures repeat without a reason. (City: Poros.)
- Accept only a validated improvement of the true objective (SkillOpt: a bounded edit accepted only on strict held-out improvement). Bake/submit are human-triggered, outward-facing.
4. The complement pair (when the objective is a product)
If the cost is a product of two factors (e.g. Toffoli × qubits), do not optimise it with one
proposer. The model's complement-pair primitive says: split the Mage into Factor-A-Minimiser ⊥
Factor-B-Minimiser (genuinely opposed — cutting one can blow up the other), and add a
Cliff-Watcher that scores Δ(product) and kills any move that wins one factor at the other's
expense (the break-even cliff). The reduction comes from the team structure, not one agent
trying harder.
5. The worked instance — ecdsa.fail (PQC durability)
The canonical target is the ecdsa.fail benchmark: the cheapest reversible secp256k1 point-add,
score = avg_Toffoli × peak_qubits, lower better, validated on 9024 = 141×64 Fiat-Shamir
witnesses. Honest framing (hold it always): quantum resource estimation / a durability signal,
not an attack. Nothing here breaks ECDSA; nothing is "fully post-quantum safe."
The Mage's reduction discipline there is neg(bnot(x)) = succ(x): two's complement
(subtract = complement, add, complement back) builds the adder step from free X gates, paying
Toffoli only for carries. The runnable harness is
shor_mage/harness/swordsman_mage_harness.mjs (a Workflow script); the GPU island toolkit is the
Gap's pre-screen; Dokimé's validate is the full gate. Registered as conjectures C67–C71
(Horizon District) and C82/C83 (the moving ceiling + non-collusion).
6. Decision patterns
- Building a self-improvement loop? → assign the three seats first; if you can't name a Gap the proposer can't tune to, you don't have a harness, you have a mirage generator.
- A proposal "looks cheaper"? → it's a candidate. Reseed the witnesses, run the full gate.
- Objective is a product/multi-factor? → split the proposer into a complement pair + a cliff-watcher on the product.
- Tempted to let the Mage peek at the test set "just to speed things up"? → that is collusion;
det(Σ) → 0; every result after it is suspect. Don't. - A win you can't explain structurally? → label it probe-limited; hold for the full gate.
Authored 2026-06-10. Composes separation-enforcement (the held-apart law) and horizon-gate
(the un-tuneable gate) into a running method, grounded in the PVM V6 algebra. Verify:
agentprivacy.ai · github.com/mitchuski/agentprivacy-docs