Smart Shikka Research Engine Preview

dry_run preview_only python_off internet_off report_write_off keys_off

About This Preview

This is a preview-only research planning interface for the Smart Shikka Research Engine. It shows available research types, source catalog, report schema, and safety policies. No live research is executed. No Python subprocess runs. No internet sources are fetched. No reports are generated or saved. All data shown is static preview metadata.

Research Type Grid

Research TypeDescriptionStatus
Business Trend ResearchDiscover recent trends, market movements, and emerging patterns relevant to Smart Shikka projects.Preview Only
Competitor ResearchAnalyze competitor products, pricing, features, and market positioning.Preview Only
Customer Problem ResearchFind customer pain points, complaints, feature requests from forums and social media.Preview Only
Feature Idea ResearchGenerate feature ideas from industry discussions, user feedback, and competitor analysis.Preview Only
SEO / Blog Topic ResearchFind trending search topics, blog content ideas, and SEO opportunities.Preview Only
GitHub Project ResearchDiscover open-source projects, tools, and libraries relevant to Smart Shikka stack.Preview Only
Social Discussion ResearchMonitor Reddit, X, and forum discussions about printing, invoicing, kundali software, and press topics.Preview Only
Market Signal ResearchTrack market signals, regulatory changes, and industry shifts affecting Smart Shikka verticals.Preview Only
Product Feedback ResearchAggregate product reviews, app store ratings, and user testimonials for competitive intelligence.Preview Only

Source Catalog

SourceLive FetchKey ConfiguredApprovalAvailable
Web SearchNoNoRequiredFuture
GitHubNoNoRequiredFuture
RedditNoNoRequiredFuture
YouTubeNoNoRequiredFuture
X (Twitter)NoNoRequiredFuture
Hacker NewsNoNoRequiredFuture
PolymarketNoNoRequiredFuture
News AggregatorNoNoRequiredFuture
Manual NotesNoNoRequiredFuture

Research Plan Preview

When live research is enabled (future), a research plan will include:

  1. Define research question from topic
  2. Collect sources (server-side keys, rate-limited)
  3. Cluster evidence by theme
  4. Summarize insights
  5. Redact output for safety
  6. Require owner approval before save/share

Sample Report Preview

Below is a static sample report structure. This is not generated from live sources. All findings are clearly labelled as sample/static data.

FieldSample Value
Report TitlePrinting Press Software Trends (SAMPLE)
Topicprinting press software trends
Lookback Days30
Sources(sample — no live source fetched)
Key Findings(3 static sample findings)
Evidence Clusters(2 static sample clusters)
Generated From Live SourcesNo

Python Worker Policy

PolicyStatus
Python vendor presentYes
Python execution enabledNo
Subprocess disabledYes
Timeout required for live runYes
Network disabled in previewYes
Env keys server-side onlyYes
Output sanitizer requiredYes
Audit requiredYes
Owner approval requiredYes

Owner Approval Flow

#StepStatus
1User enters research topicPreview Only
2Smart Shikka checks permission policyPreview Only
3Owner approves live research runFuture
4Server loads source API keys (server-side only)Future
5Python worker runs with timeoutFuture
6Output sanitized and redactedFuture
7Report saved only after owner approvalFuture

Redaction and Output Safety

Safety RuleEnforced
Email addresses redactedYes
Phone numbers redactedYes
API-like keys redactedYes
Auth tokens redactedYes
Environment values redactedYes
Key material exposedNo
Internet evidence treated as untrustedYes
No medical/legal/financial advice guaranteeYes
Source uncertainty flagYes
No automatic publishingYes
No automatic customer updateYes
No automatic memory writeYes
Owner review requiredYes

Future Unlock Plan

  1. Owner approves research topic
  2. Server-side source API keys configured
  3. Python worker timeout enforced
  4. Source rate limits applied
  5. Output redaction before display
  6. Audit log for every research run
  7. Report save only after owner approval

Version 2.1.2.0.263 · Phase: research_engine_preview · PR: #263 · Smart Shikka