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CYBER / PQC · QUANTUM · AI · CLOUD
What matters. What to do next.
Emerging-tech developments that could change your plans—not just add to your reading list.
Preparing your briefing…
CHECK THE EVIDENCE
Open review desk →
Changes to examine
Recorded claim changes across tracked themes—not a list of new papers. Inspect the source before treating a change as resolved.
KEEP EXPLORING
More developments to assess
THE LONGER VIEW
Make time for the full picture.
FROM CURIOSITY TO A TESTABLE QUESTION
Research Question Lab
Develop questions—not just a reading list. Explore a direction, examine the evidence, and design a small first test.
- 01 Enter an interest
- 02 Review papers
- 03 Generate questions
- 04 Develop one
Lab connection
Checking the private lab connection…
Privacy, access & setup details
Saved questions stay in this browser. AI assistance sends only your topic, refinement request and selected excerpts to your chosen provider. Google's free-tier content may be used to improve Google's products. AI does not establish novelty. Do not submit sensitive research.
Invited accounts only: a GitHub account alone does not grant access. The research page is public; AI and paper search require operator approval. Sign-in lasts up to one hour in this tab; refreshing requires sign-in again. Only your explicitly submitted topic and excerpts leave this browser, not notebook notes. Usage limits are shared across providers. Provider billing and data-use terms still apply.
How to use the private lab
On the computer with this repository, run
python scripts/serve_question_lab.py
from the project folder. Then open the private lab link above. Keep API keys in the ignored
.env.local
file, never in this page.
The public site and private lab have separate browser storage. Export your lab backup and notebook backup before switching if you want to bring saved work with you. Nothing transfers automatically.
GitHub Pages does not host the AI service. Public AI access needs a separately deployed, authenticated backend. Groq is a provider backup, not a backup server.
START WITH YOUR CURIOSITY
What would you like to investigate?
Your interest sets the scope. A lens does not add extra topics. Name PQC or quantum explicitly if you want it included.
Find a useful starting point
Searching sends your research interest to Crossref and arXiv. No AI calls or private notes are used. Only abstracts you select will be sent to the AI provider after consent.
How this search was matched
Strong matches cover the recognized topic facets and short-topic qualifiers in titles or abstracts. Background reading only covers part of the topic. These are metadata rules—not an AI appraisal, quality rating, or proof of novelty. Up to 12 strong and 3 background matches are shown.
Optional: also include saved readings
Only titles, URLs and saved excerpts are sent—not your private notebook notes. No selected sources means general AI brainstorming.
Federal source brought into this question
Preview public source context
Gemini unavailable? Use the backup
Groq is an independent provider configured by the server operator. Account limits and billing terms apply. Both providers share the server's daily cap; a backup generation uses two more call slots. A connected lab server is required for either provider to work.
Recent generation attempts
Last five attempts in this tab. A backup result does not erase earlier failures. No topics, excerpts, notes, or keys are stored here. Clears on refresh or sign-out.
FROM READING TO RESEARCH
Research notebook
Your literature, connected to your questions. Choose a paper, read critically, and keep what matters. Notes stay in this browser; export a backup before clearing site data.
Citation exports use retrieved repository metadata where available; missing fields stay blank. Review source versions before citing. Import detects RIS references or Scout JSON backups automatically. Existing notes are preserved. No device sync.
RIS references detected
Bring selected references from ProQuest, TexShare, or a citation manager into your notebook. Preview first, then choose what to save. The file stays in this browser; nothing is uploaded, published, or sent to AI.
Up to 500 records / 5 MB. Imported metadata is unverified. Existing readings and notes are never overwritten.
Choose references to keep
0 selected
Review notebook import
Existing sources and notes win on conflicts; nothing is overwritten. Keep the original backup to retain any skipped entries. Download a backup of this browser before importing.
Compare saved papers
Select 2–4 readings with abstracts or source excerpts. AI selects numbered sentences for proposed categories; original wording is inserted automatically. AI connections stay separate. This does not read full papers or establish a research gap.
START HERE
Today’s briefing
Latest research and highest-priority conditions
TODAY
Today’s intelligence
The developments most likely to change a decision—not a list of everything being monitored.
ANALYST DECISION CENTER
What needs a decision
Evidence-to-action queue
Analyst actions stay in this browser
Material amendments, authoritative government changes, and unresolved claim conflicts—ranked for review.
STRATEGIC FORECAST WATCH
What may happen next—and how we will score it
Evidence-backed hypotheses with fixed horizons, confirming and disconfirming indicators, automatic outcome checks, and public calibration.
Open the complete forecast registry →
EXPLORE ON DEMAND
Missions, funding, signals, patents, and watchlists
Follow federal execution, search the evidence radar, review early IP activity, and inspect watched
organizations and technologies.
Open tracker
Close tracker
EXPLORE ON DEMAND
Missions, funding, signals, patents, and watchlists
Follow federal execution, search the evidence radar, review early IP activity, and inspect watched organizations and technologies.
FEDERAL MISSION TRACKER
National missions and initiatives
Named federal science and technology efforts with official objectives, relationships, milestones, and updates. Routine agency mission statements are excluded.
Possible new missions awaiting review
FEDERAL RESEARCH SUPPORT
Funding, research priorities & procurement
USAspending awards, Grants.gov opportunities, and SAM.gov notices connected to missions, recipients, contractors, and relevant patent assignees. Analytical links are labeled and do not imply that an award funded a patent.
OPPORTUNITY RADAR
What needs attention now
DECISION BRIEFS
Provisional opportunity qualification
These evidence-based gates support analyst review; they are not authorized bid/no-bid decisions.
Open all decision briefs →
PURSUIT WORKSPACE
Move qualified opportunities toward decisions
Auto-seeded cards are candidates—not approved pursuits. Public status is shown here; internal owners, notes, and capability evidence remain in the gitignored local workspace.
Open the public pursuit workspace →
DOCUMENT INTELLIGENCE
Requirements, amendments, and contacts
Bounded excerpts point analysts to relevant evidence. Always confirm against the controlling solicitation.
Open document intelligence →
RELATIONSHIP EXPLORER
Follow mission execution evidence
Official and analytical connections remain visibly distinguished by confidence.
EVIDENCE & CHANGE CONTROL
Why connections exist and what changed
Claims keep stable IDs, authority labels, evidence links, derivation rules, versions, conflicts, and supersession status. Event, publication, effective, and observation dates remain explicitly distinguished.
Since the prior successful run
Traceable claims
CONTRACTOR INTELLIGENCE
Award momentum and strategic position
Peer and potential-competitor labels are analytical similarities—not confirmed partnerships or competitive relationships.
RECENT EXECUTION
Awards, notices, and activity
Latest records
STRATEGIC RADAR
Priority signals
FROM INVENTION TO INVESTIGATION
Explore the technical record
Find relevant inventions, inspect the source, and develop a research direction. A patent record is not evidence that a system works or has been deployed.
Choose a record to inspect
How selection, grouping and research links work
Research relevance orders recorded topics: PQC, quantum, cybersecurity, AI, then cloud; collector score breaks ties. It is not a quality, novelty or legal assessment. All records remain available under All topics. Search and stage filters apply before grouping; a group shows the highest-ranked matching record, not every family member.
Family keys and member lists are collector-reported, may be incomplete, and do not establish legal family equivalence. Similar-reading links use shared technical phrases in titles or excerpts; they are not patent citations, proof of prior art, or verification of a claim.
Case stage and source-reported legal status are separate from publication identifiers. Zero recorded citations does not establish that a patent has no citations. Verify dates, claims, continuity and current status at the source. Records do not establish validity, commercial readiness, infringement or freedom to operate.
ENTITY WATCH
Organizations and technologies
RESEARCH & METHODS
Analysis and collection details
Definitions, evidence trends, readiness, standards, comparisons, coverage, data trust, and source health.
Open methods
Close methods
RESEARCH & METHODS
Analysis and collection details
Definitions, evidence trends, readiness, standards, comparisons, coverage, data trust, and source health.
READING THE DASHBOARD
What the labels mean
Rules are deterministic and configurable
Rising
Evidence in the latest seven days increased by at least 50% versus the preceding seven days.
Stable
Recent evidence changed, but not enough to meet the rising or declining threshold.
Declining
Recent evidence decreased by at least one-third versus the preceding seven days.
Critical importance
The theme contains evidence scoring 100 or higher.
High importance
The theme contains evidence scoring 50–99. Medium is below 50.
Actionable
A high- or critical-importance theme is rising and merits near-term review.
Watching
The signal remains relevant but does not meet the actionable or stale rule.
Stale
No supporting evidence has appeared for more than 14 days.
Confidence
High means at least five items from three sources; medium means at least two; low means one.
Source health
Healthy has no warning days. Degraded retains at least 80% reliability; failing falls below 80%.
Readiness stage
The highest stage supported by public PQC evidence. It is not an audit of internal systems.
Historical evidence
Official-source evidence imported outside the daily window; it cannot create retroactive alerts.
HISTORICAL ACTIVITY
Evidence over time
Evidence in range
—
Peak day
—
Recent 7 days / prior 7 days
—
Recorded days in view
—
Teal bars: recorded evidence. A dash: missing day, not zero. Counts describe collected coverage, not research quality or field-wide progress. Weekly comparisons end on the latest recorded date, regardless of the chart range.
Inspect daily counts
| Date | Evidence items |
|---|
PQC MIGRATION EVIDENCE
Organization readiness scorecards
Observed public activity, not an audit of internal cryptographic posture.
| Organization | Observed stage | Confidence | PQC evidence | Sources | Latest dated evidence |
|---|
STANDARDS & DEADLINES
Migration milestone timeline
ENTITY COMPARISON
Compare organizations side by side
Activity, themes, alerts, and verified coverage
VS
WATCHLIST COVERAGE
Where collection needs attention
| Organization | Priority | Coverage | First-party sources | Evidence |
|---|
EVIDENCE ADMISSION
Data trust and quarantine
Questionable evidence remains reviewable but cannot influence claims, relationships, scoring, or forecasts until it passes the gate.
Review quarantined evidence
Open the complete data trust report →COLLECTION OPERATIONS
Source health
Reliability measures collection attempts, not scientific credibility. Stale means no recent dated item was observed—not that a source is broken. Reference sources contain long-lived guidance. Standby collectors run only when their primary feed is empty. Unknown dates remain unknown; future dates do not count as fresh evidence.
| Source | Type | Reliability | Warnings | Last checked | Latest item | Freshness | Status |
|---|