[Product Request] Enable one-time PESTLE signal monitoring for market watchlists via CLI

[github-actions]

Source signals

• Issue [Feedback] The solution must monitor main worldwide signals #3 — "[Feedback] The solution must monitor main worldwide signals" (label: user-feedback), reported as direct personal experience by a single user.
• Human clarifications provided by the requester (@olileger) across four rounds of comments on this issue (2026-08-19, 2026-08-20 morning, 2026-08-20 afternoon, 2026-08-20 evening), resolving all previously open questions, including this round's answer resolving the last blocking decision (BR-17).
• No other related open or closed issues were found in the repository at the time of this analysis.

Problem statement

Investors/analysts monitoring a set of tickers currently must manually crawl multiple websites (news, financial data sources) to gather PESTLE-relevant signals (Political, Economic, Social, Technological, Legal, Environmental) before deciding whether to invest. This is time-consuming and error-prone. The requester wants a single, on-demand CLI run that consolidates this crawling into one report, saving the hours currently spent on manual research, with the report ending in an explicit investment recommendation per ticker. This is explicitly scoped as a research/experimental project demonstrating agentic SDLC practices, not a validated commercial product.

Users and scenarios

• Primary user (confirmed): the requester (@olileger), acting as an individual investor/analyst maintaining a personal watchlist of stock exchanges/tickers, sole stakeholder of this research initiative.
• Scenario: the user maintains a Markdown watchlist file structured with # Stock exchange sections, each containing a # Tickers list. The # Stock exchange section a ticker is declared under is the sole source of truth for that ticker's exchange (no external primary-listing lookup). The user runs the CLI once (agentict monitor --file <file>.md); the tool de-duplicates tickers within a section, flags/excludes tickers declared under more than one exchange, crawls recognized free sources for PESTLE signals per (ticker, exchange), reasons over those signals through a dedicated Financial Analyst agent role, and produces a single text report — a table per ticker and per stock exchange — ending in a final column of Invest, Not, or no data available, accompanied by a mandatory disclaimer.

Evidence

• Sole evidence is issue [Feedback] The solution must monitor main worldwide signals #3, self-reported as "direct personal experience." No independent user research, usage data, or additional corroborating reports exist in the repository.
• The requester's clarifying comments confirm this is a personal/research initiative ("just run", "research project for the moment", "no validation, work autonomously", "Priority number 1" as a stated preference) — this is not evidence of broader demand and must not be treated as validated organizational prioritization. Demand validation beyond the single reporter has been explicitly waived by the requester; this is no longer an open question.
• Assumption, not fact: this reflects a broader latent need beyond the single reporter (not validated, not required to be validated per requester decision).

Desired outcomes and success measures

• Stated outcome (requester framing): replace hours of manual web crawling with reading a single consolidated report to support an invest/don't-invest decision per ticker.
• Explicit output requirement: the report must include a clear Invest/Not/no data available statement per ticker/exchange row as the final column.
• Verdict-derivation outcome (settled): the verdict is produced by expert agent judgment — a dedicated Financial Analyst agent role reasoning across all six PESTLE categories using same-day news signals — rather than a fixed deterministic scoring formula. This now includes discretionary judgment: the agent may also emit no data available when signals are insufficient or materially conflicting (BR-17, resolved this round).
• No quantified success metrics/KPIs exist and none are required. The requester explicitly confirmed these are not yet defined and this is acceptable for a research project ("not yet, research project for the moment"). If the initiative moves beyond personal research use, a human product decision-maker should define at minimum a way to measure time saved vs. a manual baseline and an accuracy/quality bar for the invest/not-invest signal — this remains a future consideration, not a current blocker.

Scope

In scope (MVP, as clarified by the requester across all rounds):

• CLI tool named agentict with a monitor --file <file>.md command performing a single, one-time, on-demand run (not scheduled).
• Input: a Markdown watchlist file using # Stock exchange and # Tickers section headers. This structure alone determines ticker-to-exchange association — no external/authoritative exchange-lookup logic is used.
• Ticker de-duplication within a single exchange section: duplicate tickers in the same section are not allowed; duplicates are removed prior to processing.
• Cross-exchange duplicate handling: a ticker must be linked to exactly one exchange. If the same ticker appears under two or more different # Stock exchange sections, each such (ticker, exchange) occurrence is excluded from normal scoring and reported as no data available with a distinguishing reason (e.g., "duplicate across exchanges"); this does not hard-fail the whole run, and all other, non-conflicted tickers are processed normally in the same run.
• Malformed/missing watchlist headers (# Stock exchange or # Tickers absent or incorrectly structured) → the entire run hard-fails immediately with a clear error; no partial report is produced.
• If, despite valid headers, a ticker's exchange still cannot be determined (rare edge case) → reported as no data available.
• Analysis across all six PESTLE categories per valid watchlist target, sourced via web crawling of free sources (e.g., Google, Bing, Yahoo Finance, Boursorama, plus additional free sources recommended by the Tech Lead — final selection remains a technical decision at implementation time).
• Partial signal-source failure handling: if one or more (but not all) sources fail/are unreachable for a ticker, the tool proceeds with best-effort partial signals from the remaining sources; only if all sources fail for that ticker is it reported as no data available.
• Verdict derivation via a dedicated Financial Analyst agent role, which produces the final Invest/Not judgment (or a discretionary no data available) by reasoning over gathered PESTLE signals (same-day news). The requester suggested this may rely on a multi-agent architecture pattern (e.g., a web-search agent, a gathering/deduplication agent, and a financial analyst agent, "and so on"); this pipeline shape is a suggested implementation approach, not a mandated in-scope architecture — the concrete pipeline design is a Tech Lead/implementation decision, provided the judgment-based verdict outcome and the existing report contract are preserved.
• Output: a text report, tabular, one row per (ticker, exchange) pair present in the parsed watchlist, with a final column stating exactly Invest, Not, or no data available.
• Mandatory disclaimer on every report: states the content is generated by an automated AI system, is informational/research-only, no responsibility is assumed by the tool or its author, and the user retains full responsibility for any investment decision. No formal legal review is required (explicitly waived by the requester for this research project).
• Best-effort respect for signal sources' terms of use while crawling; scraping ToS/licensing risk is explicitly accepted by the requester as a known, non-blocking risk — no guarantee of full compliance is required, but the tool must not be designed to deliberately breach terms of use.
• Fully stateless execution — no persisted state between runs; text-only output.
• Python-based CLI, targeting Windows and Linux.
• An exchange section with zero tickers under it is valid and simply produces no rows for that exchange (not an error).

Explicitly out of scope for MVP:

• Scheduled/recurring execution. Confirmed by the requester as a legitimate future fast-follow direction ("It should follow but even not in the backlog yet") — it is not scheduled, not prioritized, and not part of this MVP. The stateless design keeps this cheaply available later.
• Automated trade execution or any machine-parseable/algorithm-consumable signal output.
• UI/dashboard (CLI only).
• Historical trend tracking or persistence of prior runs.
• Formal compliance/legal review of disclaimer wording or of scraping ToS risk — explicitly waived by the requester as not needed for this research project.
• Demand validation beyond the single reporter, and defined success KPIs/instrumentation — explicitly waived by the requester.
• External/authoritative primary-exchange resolution service or lookup — deliberately replaced by the watchlist-declared structure.
• Any mandated, product-level requirement to use a specific multi-agent pipeline shape (web-search/dedup/analyst agents) — this is left to implementation, not fixed by this Product Request.

User stories

1. As an investor, I want to provide a Markdown watchlist using # Stock exchange and # Tickers headers, so that the tool can reliably identify which tickers belong to which exchange without any external lookup.
2. As an investor, I want to run a single on-demand command that reads my watchlist file and performs one monitoring pass across recognized free sources, so that I get a consolidated advisory without manual crawling or setting up recurring jobs.
3. As an investor, I want duplicate tickers within the same exchange section in my watchlist to be processed only once, so my report isn't cluttered with redundant rows.
4. As an investor, I want to be warned (via a no data available row with a distinguishing reason) when the same ticker is declared under two different exchanges, so I can spot and fix a likely authoring mistake in my watchlist rather than have the tool silently pick one.
5. As an investor, I want the tool to hard-fail immediately and clearly if my watchlist file is malformed, so I know right away to fix authoring mistakes instead of receiving a silently incomplete report.
6. As an investor, I want the tool to keep working on other tickers even if one signal source fails for a given ticker, so a single source outage doesn't block my whole report.
7. As an investor, I want each report to include a clear disclaimer that content is AI-generated, informational-only, and not investment advice, so I retain full responsibility for my own decisions.
8. As an investor, I want a consistent tabular report (ticker, exchange, verdict) so I can quickly scan results across my whole watchlist in a single run.
9. As an investor, I want the final verdict for each ticker to reflect an expert-style analysis across all PESTLE categories using the latest same-day news, so the recommendation feels like informed judgment rather than an opaque formula.
10. As an investor, I want the tool to tell me honestly when it can't form a reliable judgment on a ticker (rather than forcing an Invest/Not answer), so I don't mistake a weak or conflicting signal picture for a confident recommendation.

Business rules and edge cases

• BR-1: Execution is one-time/on-demand only; no scheduling/recurrence in MVP (confirmed future fast-follow, not yet in backlog).
• BR-2: Every report includes a fixed disclaimer: AI-generated, informational/research-only, no responsibility assumed by the tool, user retains investment decision responsibility. No legal review required (explicitly waived by requester).
• BR-3: The tool must not deliberately breach signal sources' terms of use; best-effort compliance only, no guarantee (explicitly accepted risk).
• BR-4: A ticker's exchange is determined solely by the # Stock exchange section under which it is declared in the watchlist; no external/authoritative exchange resolution is performed.
• BR-5: Missing or malformed # Stock exchange / # Tickers headers → the entire run hard-fails immediately with a clear error message; no partial report is produced.
• BR-6: If, despite valid headers, a ticker's exchange cannot be determined, that ticker is reported as no data available.
• BR-7: If one or more (but not all) signal sources fail for a ticker, the tool proceeds with best-effort signals from the remaining sources.
• BR-8: If all signal sources fail for a given ticker, that ticker is reported as no data available.
• BR-9: Duplicate ticker entries within the same exchange section are deduplicated to a single entry prior to processing.
• BR-10: A ticker must be linked to exactly one exchange. If the same ticker appears under two or more different exchange sections, each such (ticker, exchange) occurrence is reported as no data available with a distinct reason ("duplicate across exchanges"), rather than causing a whole-run hard-fail or an arbitrary exchange choice; all other, non-conflicted tickers are processed normally in the same run.
• BR-11: Demand validation beyond the single reporter is not required; the request proceeds without further backlog comparison (explicitly waived by requester).
• BR-12: The report is structured per-ticker-per-exchange (tabular), with a final column stating exactly Invest, Not, or no data available.
• BR-13: An exchange section with zero tickers under it is valid and produces no rows for that exchange (not an error).
• BR-14 (CONFIRMED): The final verdict is derived by a Financial Analyst agent role reasoning over PESTLE signals — an expert judgment, not a fixed formula or numeric scoring threshold. The specific reasoning method/model is an implementation concern.
• BR-15 (CONFIRMED, working assumption): PESTLE signals used for verdict derivation are scoped to news from the current calendar day at run time ("same-day"). If the requester's intended meaning differs (e.g., trading day, specific timezone cutoff), this can be revisited without breaking the report contract.
• BR-16 (CONFIRMED): The verdict/report contract (inputs consumed, structural no data available triggers, output values) is independent of the internal agent pipeline architecture. Whether the work is done by one agent or a chain of agents (e.g., web-search, gathering/dedup, financial analyst) is a Tech Lead implementation decision, not a business rule.
• BR-17 (RESOLVED THIS ROUND): The Financial Analyst agent may emit no data available on its own discretionary judgment when same-day signals are insufficient or materially conflicting to support a reliable Invest/Not verdict, in addition to the three already-settled structural triggers (BR-6 undetermined exchange, BR-8 total source failure, BR-10 cross-exchange duplicate). The requester confirmed no distinct labeling is required to separate this discretionary case from the structural cases in the report — a plain no data available value satisfies the requirement in all four trigger situations.

Acceptance criteria

AC-1 — One-time run only

Given a valid watchlist file
When the user runs the CLI
Then the tool performs exactly one scan and terminates, producing one report
And no scheduling or recurring behavior is triggered

AC-2 — Malformed watchlist hard-fail

Given a watchlist file missing a "# Stock exchange" header or a "# Tickers" header, or with incorrectly structured headers
When the user runs the CLI
Then the run hard-fails immediately
And a clear error message is shown identifying the structural problem
And no report is generated

AC-3 — Exchange is watchlist-declared, no external lookup

Given a well-formed watchlist where a ticker is declared under exactly one exchange section
When the tool processes that ticker
Then the tool scopes signal crawling to that declared exchange only
And performs no external exchange-verification lookup

AC-4 — Undetermined exchange edge case

Given a well-formed watchlist where, despite valid structure, a ticker's exchange cannot be determined
When the tool processes that ticker
Then the report shows "no data available" for that ticker

AC-5 — Partial source failure

Given a ticker for which at least one but not all signal sources fail or are unreachable
When the tool completes crawling
Then the report includes a verdict (Invest/Not) derived from the successfully retrieved signals
And the failure of some sources does not block the overall run

AC-6 — Total source failure

Given a ticker for which all signal sources fail or are unreachable
When the tool completes crawling
Then the report shows "no data available" for that ticker

AC-7 — In-section duplicate deduplication

Given a "# Tickers" list containing the same ticker symbol more than once under one exchange section
When the tool parses the watchlist
Then only a single entry for that ticker under that exchange is processed and reported

AC-8 — Cross-exchange duplicate handling

Given the same ticker symbol declared under two or more different "# Stock exchange" sections
When the tool parses the watchlist
Then each occurrence of that ticker for each of those exchanges is reported as "no data available"
And the report indicates the reason is a cross-exchange duplicate, distinguishable from a source-failure "no data available"
And all other, non-conflicted tickers in the watchlist are processed and reported normally in the same run

AC-9 — Report structure

Given a completed run (full or partial per above rules)
When the report is generated
Then it contains one row per (ticker, exchange) pair present in the parsed watchlist
And each row's final column states exactly one of: "Invest", "Not", or "no data available"
And the report includes the fixed disclaimer text

AC-10 — Disclaimer presence

Given any completed report (regardless of verdicts contained)
When the report is presented to the user
Then it includes the disclaimer stating the content is AI-generated, research/informational only, no responsibility assumed, and the user retains investment decision responsibility

AC-11 — Empty exchange section

Given a well-formed watchlist where a "# Stock exchange" section has a "# Tickers" list with zero entries
When the tool processes the watchlist
Then no rows are generated for that exchange
And the run does not fail or warn because of this

AC-12 — Judgment-based verdict (CONFIRMED)

Given a ticker with a resolvable exchange and available same-day PESTLE signals
When the analysis is run
Then the final verdict column contains an expert judgment ("Invest" or "Not") reflecting consideration of all six PESTLE categories using signals gathered on the run day
And the report does not expose intermediate scoring mechanics, only the categorical outcome

AC-13 — Verdict is not a fixed formula (CONFIRMED)

Given a ticker for which same-day PESTLE signals were gathered and are sufficient to reason about
When the analysis is run
Then the verdict is not derived from a fixed numeric score/threshold alone
And is presented as a single categorical outcome ("Invest" or "Not") without implementation-specific details (e.g., no reference to "web search agent" or "dedup agent" in the report)

AC-14 — Discretionary "no data available" for signal quality (CONFIRMED, resolves BR-17)

Given a ticker whose gathered same-day signals are insufficient or materially conflicting to support a reliable judgment, and the ticker is not otherwise already covered by an existing "no data available" trigger (BR-6, BR-8, BR-10)
When the analysis is run
Then the report shows "no data available" for that ticker, using the same value as the structural "no data available" cases (no separate label required)
And the tool does not force a best-effort Invest/Not verdict in this situation

Technical assessment

• Repository state: greenfield; no existing codebase to reuse or migrate (repo currently contains only README-level content). This is a net-new build.
• Feasibility: Confirmed feasible as a standalone, stateless CLI utility. Proposed direction: a Python CLI (agentict monitor --file <file>.md) with modular internal structure (parser/validator, pluggable per-source collectors, an LLM-based Financial Analyst judgment stage, tabular reporter), no persistence, synchronous single-run execution.
• Multi-agent architecture feasibility: The requester's suggested pattern (web-search agent → gathering/deduplication agent → financial analyst agent) is feasible within a stateless, one-shot CLI process — sequential agent orchestration requires no cross-run state and no OS-specific behavior, so it is compatible with the cross-platform (Windows/Linux) requirement. This pipeline shape is explicitly a Tech Lead/implementation decision, not a mandated product architecture; stages may be collapsed or restructured at spike time provided the verdict/report output contract is preserved.
• All prior blockers resolved, none remaining:
  1. The missing authoritative primary-exchange reference source is eliminated by construction — exchange resolution is now a pure parsing concern driven by the watchlist's own # Stock exchange / # Tickers structure.
  2. The scraping/ToS legal risk is an explicitly accepted, documented risk (best-effort, no guaranteed compliance) rather than an open question requiring further sign-off.
  3. The verdict-derivation approach is settled as agent-judgment-based via a Financial Analyst role (BR-14).
  4. The discretionary "no data available" question (BR-17) is now resolved: the agent may emit it on signal-quality grounds, with no distinct labeling required.
• New technical risks/NFRs introduced by the agent-judgment approach (informational, non-blocking for readiness):
  • Non-determinism/reproducibility: the same input may yield a different verdict (including a different discretionary "no data available" call) across reruns since the verdict is LLM judgment, not a fixed formula.
  • LLM provider dependency: new external dependency (API availability, auth, rate limits, versioning) not previously present in scope.
  • Cost/token usage per run: multiple tickers × multiple agent stages × ingested web content could scale token cost meaningfully; needs a budget consideration at spike time.
  • Latency: sequential multi-agent calls per ticker may extend single-run time noticeably for larger watchlists; needs a soft latency target at spike time.
  • Prompt-injection risk: scraped web content is untrusted input reaching the agents; needs a sanitization/isolation strategy.
  • Hallucination risk: the Financial Analyst agent could fabricate facts/citations; needs a guardrail (e.g., grounding verdicts only in ingested source content).
  • Discretionary-threshold calibration: since "insufficient or materially conflicting" signal quality is now a legitimate agent judgment call (not a fixed rule), implementation should ensure this discretion isn't exercised so liberally that most tickers default to "no data available," undermining the tool's core value; a spike-time calibration/eval pass is recommended, not a blocker.
  • Observability: recommend capturing pipeline intermediate artifacts (search results, dedup output, analyst reasoning) for auditability/debugging, even though the final report remains stateless and text-only (internal logs are distinct from the persisted-state decision already settled).
• Other non-functional requirements (previously noted, still applicable):
  • Reliability/resilience: scraping free sources (Google, Bing, Yahoo Finance, Boursorama, etc.) is inherently fragile (HTML changes, anti-bot/rate-limiting, geo-blocking); implementation needs per-source timeouts and isolated failure handling so no single source's failure aborts the run.
  • Portability: Windows + Linux Python targeting requires attention to path handling, encoding, and any OS-dependent tooling.
  • Testability: deterministic parser/validator logic should remain unit-testable without live scraping or live LLM calls; live-source and live-agent tests isolated/mocked. Not a blocker for spike kickoff.
• Dependencies: an HTTP/scraping library choice, an LLM provider/framework choice for the agent pipeline (and possibly a headless browser if sources require JS rendering) are undetermined — implementation details, not product blockers.
• Final verdict: Ready for implementation spike / backlog intake. No blocking product decision remains. All previously identified blockers (exchange source-of-truth, ToS risk acceptance, verdict-derivation approach, discretionary "no data available") are resolved. Remaining items (source shortlist, LLM/agent framework, discretionary-threshold calibration) are implementation details appropriately deferred to spike time.

Non-functional requirements

• Stateless execution; no persisted state between runs (confirmed, also keeps a future recurring mode cheaply addable).
• Text-only output.
• Python-based, cross-platform (Windows and Linux).
• Best-effort resilience to individual signal-source failures (timeouts, isolated failure handling — no single source outage should abort the whole run).
• No defined performance/runtime SLA yet (recommended as a spike-scoping item, not a blocker); latency is expected to increase due to multi-agent LLM calls and should be soft-targeted at spike time.
• No defined automated testing strategy yet (recommended as a spike deliverable, not a blocker); should account for mocking live scraping and live LLM/agent calls.
• LLM-related NFRs flagged for spike scoping (non-blocking): cost/token budget per run, provider dependency management, prompt-injection mitigation for scraped content, hallucination guardrails, discretionary-threshold calibration for the "no data available" judgment, and observability/audit logging of intermediate agent outputs.
• Verdict reproducibility across reruns of identical input is explicitly not guaranteed (agent judgment may vary run to run, including whether "no data available" is emitted) — this is accepted as a consequence of the judgment-based approach, not a defect, unless the requester states otherwise in the future.

Risks and dependencies

• Scraping fragility and ToS/legal risk: crawling Google, Bing, Yahoo Finance, Boursorama, and other free sources carries inherent fragility (site structure changes, anti-bot/rate-limiting) and potential terms-of-use risk. Explicitly accepted by the requester as a best-effort, non-blocking risk — the tool must not be designed to deliberately breach terms of use, but no compliance guarantee is required.
• LLM-specific risks: provider dependency, cost/token usage growth with watchlist size, hallucination in verdicts, prompt-injection from untrusted scraped content, lack of run-to-run reproducibility of the judgment-based verdict, and the risk of over-triggering discretionary "no data available" if not calibrated. All flagged as spike-scoping items, not product blockers.
• Dependency: issue [Feedback] The solution must monitor main worldwide signals #3 for original signal/context lineage.
• No demand-validation dependency: explicitly waived by the requester; this initiative proceeds without external validation or backlog-priority comparison against other work.

Assumptions and open decisions

Blocking decisions (require human input):

• None. All previously identified blocking decisions have been resolved by the requester across the four refinement rounds, including this round's resolution of BR-17/AC-14.

Working assumptions (resolved, non-blocking, documented for traceability):

• Cross-exchange duplicate handling (BR-10/AC-8): treating a ticker declared under multiple exchange sections as a per-row no data available with a distinguishing reason, rather than a whole-file hard-fail or an arbitrary exchange pick.
• Report output format (tabular, one row per ticker/exchange, final column Invest/Not/no data available) reconfirmed as unaffected by the verdict-derivation change.
• Final PESTLE signal source selection (specific shortlist beyond the requester-named Google/Bing/Yahoo Finance/Boursorama) remains a Tech Lead/implementation decision.
• Definition of "same-day" news (BR-15) as the current calendar day at run time, absent any stated timezone/trading-day requirement.
• The specific multi-agent pipeline shape (web-search agent, gathering/dedup agent, financial analyst agent, or any collapsed/alternate structure) is a Tech Lead implementation decision, not a product/business requirement — the requester's description is treated as a suggested approach, not a mandated architecture.
• Discretionary "no data available" (BR-17/AC-14) uses the same report value/label as the structural triggers, per the requester's explicit confirmation this round that no distinct labeling is required.

Implementation details (deferred, non-blocking):

• Specific scraping/HTTP library and technique (e.g., headless browser vs. simple HTTP + HTML parsing).
• LLM provider/framework choice and specific multi-agent orchestration design.
• Retry/backoff mechanics and per-source timeout values.
• Logging/observability format for intermediate agent outputs.
• Automated test strategy and tooling, including mocking of live scraping and live agent/LLM calls.
• Exact disclaimer wording (content requirements are fixed per BR-2; precise phrasing is an implementation/copy detail).
• Cost/token budget mechanics and any per-run caps.
• Calibration/threshold-tuning approach for when the Financial Analyst agent exercises discretionary "no data available" judgment.

Agent review trace

• Product Owner: Accepted the requester's resolution of BR-17 (discretionary "no data available" permitted, no distinct labeling required) as a product-outcome decision, and confirmed no further blocking decisions remain given the requester's explicit statement that this is the final clarification round. Did not introduce any new scope beyond what the requester stated.
• Business Analyst: Finalized AC-14 as a confirmed, testable acceptance criterion (previously held as a placeholder pending BR-17), aligned it with BR-17's resolved wording, and reconfirmed that all other business rules/acceptance criteria from prior rounds remain unchanged and were not reopened.
• Tech Lead: Upgraded the final verdict from "ready for spike, with BR-17 pending" to "ready for implementation spike / backlog intake" with no blocking product decision remaining. Added one new non-blocking technical note: discretionary-threshold calibration for the agent's "no data available" judgment should be assessed at spike time to avoid the tool defaulting too often to non-verdicts.
• Synthesis: All three agents converged without disagreement this round. The requester's answer resolved the sole remaining blocking decision (BR-17) exactly as stated, with no ambiguity requiring further interpretation. No previously settled decision from earlier rounds was reopened. Per the requester's explicit statement that this is the last round and no further clarification is expected, the Product Request now has zero outstanding blocking decisions; only implementation details and working assumptions remain, appropriately deferred to implementation/spike time.> Generated by 🧭 Product Request Refinement for [Product Request] Enable one-time PESTLE signal monitoring for market watchlists via CLI #4 · auto · 43.3 AIC · ⌖ 3.83 AIC · ⊞ 8.3K · ◷

_{Comment /refine to run again}

[olileger]

/refine

About this point: Open (not defined by requester): concrete success metrics/KPIs (e.g., time saved, adoption, output accuracy
=> we expect it to be first use, saving hours of web crawling to single report and reading at decisions to invest or not on those tickers. Output analysis should include clear statement on investing or not.

About open decisions, here are the answer:
== QUESTIONS ==

1. Whether a one-time run genuinely satisfies the "autonomous monitoring" need described in the source issue, or whether recurring/scheduled execution should be MVP or an explicit fast-follow.
2. Source of truth for a "recognized" market/ticker.
3. Watchlist Markdown file structure/schema.
4. Whether ticker-market association is mandatory, optional, or mixed.
5. Duplicate watchlist entry handling policy.
6. Compliance/legal review and exact wording of the mandatory disclaimer.
7. Selection of data source(s) for PESTLE signal detection, including reliability, rate limits, and licensing cost.
8. Validation of demand beyond the single reporter.
9. Granularity of partial-run/per-target reporting.
10. Precise semantics/wording distinguishing "no signal found" vs. "no data available" vs. "malformed input."
11. Success metrics/KPIs for this initiative.
12. Relative priority of this initiative in the backlog.
13. Whether/how to design a stateless/idempotent core to keep a future recurring mode cheaply available (Tech Lead architecture decision).
14. Language/runtime choice and packaging/distribution strategy for the CLI.

== ANSWERS ==

1. => this is on demand only for the moment
2. => google, bing, yahoo stock, boursorama, and any top 5 websites you would recommand
3. => # Stock exchange and # Tickers
4. => identify main stock exchange listed owning the ticker. If ticker exists in some of them, only keep the primary one
5. => duplicate not allowed. Dont keep duplicate tickers
6. => add a disclaimer about being experimental and research only project to demonstrate agentic SDLC stuff
7. => suggest some free sources, parse them through web crawling like using playground.
8. => just run
9. => per tickers and per stock exchange reporting, in a table format with last column as Invest or Not
10. => Keep "no data available"
11. => not yet, research project for the moment
12. => Priority number 1
13. => this should be fully stateless. It only output text
14. => Python, mostly under Windows or Linux

[github-actions]

✅ Product Request Refinement completed successfully!

Generated by Product Request Refinement for #4

[github-actions]

Added

• Business rules and edge cases: explicit rules for ticker de-duplication, primary-exchange resolution for multi-listed tickers, and standardized no data available wording (replacing prior "no signal found").
• Scope / User stories / Acceptance criteria: watchlist schema (# Stock exchange / # Tickers headers), tabular per-ticker-per-exchange reporting with Invest/Not/no data available final column, disclaimer intent (experimental/research-only, agentic SDLC demo), Python/Windows/Linux targeting.
• Technical assessment: revised, final-pass Tech Lead verdict with a recommended layered architecture, a proposed free-source shortlist (Yahoo Finance, Boursorama, Google/Bing News, SEC EDGAR), and recommended (unconfirmed) defaults for three edge-case behaviors.
• Risks and dependencies: explicit flag of ToS/legal risk in scraping Google/Bing/Yahoo Finance/Boursorama, and the missing authoritative primary-exchange reference source.
• Assumptions and open decisions: new items on ToS/legal-risk acknowledgment and dedup/primary-exchange ordering assumption.

Removed

• None.

Changed

• Scope: cadence confirmed as on-demand/one-time only for now (fast-follow vs. permanently out of scope still undecided).
• Desired outcomes and success measures: reframed around the requester's stated goal (replace manual crawling with a single report driving an invest/not decision); success metrics/KPIs confirmed as not yet defined.
• Technical assessment: verdict changed from "not ready for implementation" to "ready for an implementation spike, with caveats"; two items (primary-exchange reference source, ToS/legal risk acknowledgment) still block full-scope commitment.
• Assumptions and open decisions: several previously open items marked resolved (schema, dedup policy, primary-exchange requirement, reporting granularity, output wording, disclaimer intent, language/platform); "Priority number 1" and "just run" explicitly framed as stated preference / instruction to proceed, not validated priority or demand evidence.

Still to clarify

• Whether recurring/scheduled execution is a planned fast-follow or permanently out of scope.
• Exact disclaimer wording and whether any legal review is needed.
• Final data source selection, reliability, and ToS/licensing risk beyond the requester-named sources — explicit human acknowledgment of scraping risk required before full-scope implementation.
• Authoritative source of truth for primary-exchange resolution of multi-listed tickers (currently unidentified — a genuine blocker for full-scope implementation).
• Default behavior for malformed/missing watchlist headers (recommended: hard-fail the run) — pending BA/PO confirmation.
• Default behavior when a ticker's primary exchange cannot be determined (recommended: no data available) — pending BA/PO confirmation.
• Default behavior when a signal source is unreachable mid-crawl (recommended: partial signals, fallback to no data available only if all sources fail) — pending BA/PO confirmation.
• Whether de-duplication vs. primary-exchange-resolution ordering matches the Business Analyst's working assumption when a duplicate ticker spans different exchange sections.
• Validation of demand beyond the single reporter, and relative backlog priority against other initiatives.

This Product Request is not yet approved or ready for implementation — see the Human approval gates checklist.

Generated by 🧭 Product Request Refinement for #4 · auto · 61.4 AIC · ⌖ 6.98 AIC · ⊞ 7.2K · ◷
_{Comment /refine to run again}

[olileger]

/refine

• Whether recurring/scheduled execution is a planned fast-follow or permanently out of scope. => It should follow but even not in the backlog yet
• Exact disclaimer wording and whether any legal review is needed. => not needed, its a research project. Decision remain on the user. Just add a disclaimer that information comes from automated AI system without any responsability. Purpose is only information.
• Final data source selection, reliability, and ToS/licensing risk beyond the requester-named sources — explicit human acknowledgment of scraping risk required before full-scope implementation.=> ok accepted. Best effort without breaking legal terms of use of those website.
• Authoritative source of truth for primary-exchange resolution of multi-listed tickers (currently unidentified — a genuine blocker for full-scope implementation). => lets switch to Stock exchange with following tickers listed.
• Default behavior for malformed/missing watchlist headers (recommended: hard-fail the run) — pending BA/PO confirmation. => OK
• Default behavior when a ticker's primary exchange cannot be determined (recommended: no data available) — pending BA/PO confirmation. => OK
• Default behavior when a signal source is unreachable mid-crawl (recommended: partial signals, fallback to no data available only if all sources fail) — pending BA/PO confirmation. => OK
• Whether de-duplication vs. primary-exchange-resolution ordering matches the Business Analyst's working assumption when a duplicate ticker spans different exchange sections. => do DeDup. But tickers linked to one and only one.
• Validation of demand beyond the single reporter, and relative backlog priority against other initiatives. => no validation, work autonomously

[github-actions]

✅ Product Request Refinement completed successfully!

Generated by Product Request Refinement for #4

[github-actions]

Added

• Business rules and edge cases / Acceptance criteria: explicit BR-13/AC-11 for empty exchange sections; distinct handling for cross-exchange duplicates (BR-10/AC-8) as a per-row "no data available" with reason, separate from the whole-file hard-fail case (BR-5/AC-2).
• Assumptions and open decisions: new blocking item — the Invest/Not verdict-derivation rule (how PESTLE signals translate into the final column) is undefined anywhere in the request and requires a human decision.
• Agent review trace: documents that the Tech Lead independently surfaced the verdict-derivation gap after Product Owner/Business Analyst had assessed no blockers remained.

Removed

• None.

Changed

• Scope / Business rules: primary-exchange resolution now fully replaced by the watchlist's own # Stock exchange / # Tickers structure as sole source of truth (previously a blocker due to missing authoritative reference source) — resolved by requester decision.
• Risks and dependencies: scraping ToS/legal risk reframed from "requires human acknowledgment" to an explicitly accepted, documented, best-effort risk.
• Scope: recurring/scheduled execution confirmed as a legitimate future fast-follow (not in backlog, not prioritized) rather than an open question.
• Evidence / Desired outcomes: demand validation beyond the single reporter explicitly waived by the requester ("no validation, work autonomously").
• Technical assessment: verdict upgraded from "ready for spike, with caveats" to "ready for an implementation spike / backlog intake" — both prior blockers (exchange source-of-truth, ToS risk sign-off) are now resolved.
• Assumptions and open decisions: dedup/cross-exchange tie-break rule, malformed-header hard-fail, undetermined-exchange default, and mid-crawl partial-failure default all moved from "pending confirmation" to resolved working assumptions/business rules.

Still to clarify

• Blocking decision: the rule for deriving the final Invest/Not verdict from collected PESTLE signals is not defined anywhere in the request. This determines the report's core, user-visible output and requires an explicit human decision (or approval of a first-cut heuristic at spike time) before implementation can proceed meaningfully.

Generated by 🧭 Product Request Refinement for #4 · auto · 56 AIC · ⌖ 10.9 AIC · ⊞ 8.3K · ◷
_{Comment /refine to run again}

[olileger]

/refine

Blocking decision: the rule for deriving the final Invest/Not verdict from collected PESTLE signals is not defined anywhere in the request. This determines the report's core, user-visible output and requires an explicit human decision (or approval of a first-cut heuristic at spike time) before implementation can proceed meaningfully.

Answer: so let's consider within the agentic solution a dedicated agent as a Financial Analyst expert who owns that role of financial analysys across PESTEL criterias with news from the day and then give advise.

It mostly should rely on a multi agentic architecture pattern: web search agent (URL, on tickers, on PESTEL criterias), gathering / deduplicating agent to clean the results, financial analyst and so on.

[github-actions]

✅ Product Request Refinement completed successfully!

Generated by Product Request Refinement for #4