The autonomous executor is running on lifeos-devbox, verified as GPT-6.1 Sol with high reasoning. Its native thread is saved in the same Pinned section as existing desktop devbox chats. Desktop display verification is pending because the remote chat-list connection is unavailable. Historical reconstruction is complete. No new accepted 500-row batch exists yet.
INPUTS
Available inputs
Current request · confirmed — Launch GPT-6.1 Sol High on the devbox and pin its chat in the local desktop app. Deliver 500 more Instantly-import-ready leads and an HTML table with all personalization and business/contact information. USD50 total spending authorized. Existing inventory first, new scraping permitted.
Source-grounded verification lessons · confirmed — Fourteen source-linked gists now match retained clean-source hashes. A mandatory metadata-only session has no visible conversation and is documented as an exception. Synthesis preserves changing criteria, cohort differences and historical test failures.
DESIRED STATE
Desired state
Exactly 500 additional, distinct Hungarian manufacturers with verified business contacts, grounded Hungarian personalization, an Instantly-compatible import file, and a public HTML table exposing every row and its evidence.
OBSERVABLE DELIVERABLES
Deliverables
Source-linked session gists and an honest end-to-end reconstruction.
A public 500-lead HTML review table with every personalization, plus a matching downloadable Instantly import file.
Deliverable details
How the latest leads were prepared
Current problem: Old preparation totals describe different cohorts and changing qualification rules.
Proposed change: Reconstruct the relevant sessions, preserve contradictions and identify verification examples.
Visible at: History synthesis and per-session gists in the local deliverable index.
Representative test: Trace the last A/B cohort and its test failures to the exact source sessions and distinguish historical claims from current observations.
Requirements, verification, and evidence (1/1 verified)
Requirements and verification
All directly related preparation sessions have validated clean transcripts and source-linked gists, with a coherent synthesis and visible contradictions.
Verification: Inspect coverage, exact source IDs and hashes, source line anchors, per-session gists and synthesis. Raw tool evidence and visible dialogue remain distinguished.
Evidence and screenshots
Observed evidence: All 14 gists match retained clean-source IDs/hashes. Coverage documents the metadata-only session exception and context-only exclusion. 116 local links resolve.
Current problem: No new accepted 500-lead batch exists yet.
Proposed change: One autonomous GPT-6.1 Sol High devbox agent prepares and proves the 500-row batch, using the existing inventory first and acquiring missing leads only when needed.
Visible at: This stable board links the final public HTML table, batch download and verification evidence.
Representative test: Demonstrate one real eligible row from first-party company evidence and contact/email evidence through a complete, natural recipient rendering before scaling the batch.
Requirements, verification, and evidence (0/9 verified)
Requirements and verification
Exactly 500 additional companies and 500 unique eligible business email addresses, one counted company per lead.
Verification: Reconcile entity identities, aliases, emails, exclusions, historical accepted/prepared cohorts and the final table/export. Raw candidates or repeated contacts do not count.
Evidence and screenshots
Evidence pending; this criterion is not verified.
Each company manufactures physical products at a Hungarian production site. Exclude traders, service-only firms, small handmade/artisan workshops and solo traders.
Verification: Row-level first-party website evidence must support production and Hungarian operations. Address, category or a sales listing alone is insufficient. Missing scrape/contact evidence is recovered or held, not mislabeled as company failure.
Evidence and screenshots
Evidence pending; this criterion is not verified.
Every contact is bound to the correct company and role. Seek relevant decision-makers first. Verified company-published generic mailboxes may pass only after named-contact recovery fails and with an honest neutral greeting.
Verification: Inspect source-linked company/person/role/email binding or documented first-party generic fallback and recovery. Never infer ownership, roles or a name from an email pattern, surname or mere co-occurrence.
Evidence and screenshots
Evidence pending; this criterion is not verified.
Every exported exact email has a valid/ok deliverability result no older than 30 days at final export and no later contradictory result.
Verification: Reconcile exact email, verifier result, checked time and original receipt. Unknown, invalid, risky/catch-all, disposable or conflicting results cannot count.
Evidence and screenshots
Evidence pending; this criterion is not verified.
None of the 500 is already contacted, used/prepared for this cohort, on Mihály supplied list, opted out, excluded by the client, or a duplicate entity.
Verification: Use current accessible provider/Sheet/usage/suppression readback and historical archive reconciliation with explicit scope and snapshot times. Do not treat archive removal as unused.
Evidence and screenshots
Evidence pending; this criterion is not verified.
All 500 personalizations describe a supported real activity and render naturally in the complete formal Hungarian opening with foglalkoznak. Names, diacritics, casing and acronyms remain correct.
Verification: Check each opening against its exact first-party quote and evidence. Exercise historical failures: an unresolved V6 token, duplicated verbs, wrong-company binding, surname-as-given-name, blanket food replacements and CNC/PIR casing damage. Unknown evidence stays outside the accepted export.
Evidence and screenshots
Evidence pending; this criterion is not verified.
The export, review table and recipient previews describe the same exact 500 rows and use correctly mapped Instantly variables with no blank or unresolved required insertion.
Verification: Read back the downloadable export and compare row/entity/email/personalisation fields and counts with the table. Render all recipient openings using the prepared actual field mapping and appropriate honest generic fallback without changing live campaigns.
Evidence and screenshots
Evidence pending; this criterion is not verified.
A public unauthenticated HTML table displays all 500 accepted rows with all business/contact information, full personalization, source links, fit/contact/email evidence and freshness.
Verification: Verify deployed table data and interactions, searchable/sortable row access, every full opening, evidence details and working export download. Show actual verified count and distinguish any held rows.
Evidence and screenshots
Evidence pending; this criterion is not verified.
Use existing inventory first. Total task external spending stays within the currently authorized USD50. Preparation does not send, import or activate outreach.
Verification: Keep a reconciled cost/credit ledger and acquisition rationale. Verify unchanged live campaign configuration and no unauthorized messages, subscriptions, purchases or binding commitments.
Evidence and screenshots
Evidence pending; this criterion is not verified.
Resources, tools, outputs and review context
Resources
Canonical DanubiSoft context and historical gists, live DanubiSoft account, existing domestic raw inventory and Mihály/client exclusions.
Current Sept A/B org 5703878c-da3e-4674-9e01-6ea4a98d3156 uses firstName and personalisation. Historical transfer fields: email, first_name, last_name, company_name, website, job_title, linkedin, personalisation. Reconfirm before final compatibility claims.
Tools
The executor chooses research, enrichment, classification, verification and QA methods. Historical test examples define outcomes and failure cases, not a mandatory vendor/algorithm recipe.
This tailored LL2 flow proceeds to execution after historical reconstruction. Matt explicitly asked to spawn the executor. No additional Launch gate. · Source: Current user request, September 30, 2026
One fresh GPT-6.1 Sol agent with high reasoning. Method choices belong to that agent. · Source: Current user request
Prepare readiness deliverables. Sending or activating campaigns is not part of this request. Preserve unrelated work and existing campaign content. · Source: Current request asks to prepare 500 more Instantly-ready leads
Do not automatically open any artifact or browser panel. No new security layer. Public review URL. · Source: Matt project instructions
Executor runs on lifeos-devbox, model gpt-6.1-sol with high reasoning, with its native chat pinned in the local desktop app. · Source: Matt current steering, October 1, 2026
Total task external spending up to USD50 is authorized. Primarily use existing inventory. New scraping is authorized when needed. No historical larger/unlimited budget is inherited. · Source: Matt active goal, October 1, 2026
Preview (illustrative, not test proof)
Illustrative trigger → action → outcome · not test proof
TRIGGER
Historical requirements
Recover confirmed historical requirements
ACTION
500 new qualified contacts
Qualify 500 additional manufacturers and contacts
HANDOFF
Copy and import checks
Validate grounded copy and exact field compatibility