Personalized Technical Intelligence Briefing for Edge AI in Defense

1{
2  "opening": "bibleVerse",
3  "criticalIntelligence": [
4    {
5      "headline": "headline1",
6      "source": "sourceLink1",
7      "technicalSummary": "technicalSummary1",
8      "relevanceScore": "relevanceScore1",
9      "actionableInsight": "actionableInsight1"
10    },
11    {
12      "headline": "headline2",
13      "source": "sourceLink2",
14      "technicalSummary": "technicalSummary2",
15      "relevanceScore": "relevanceScore2",
16      "actionableInsight": "actionableInsight2"
17    },
18    // Add up to 8 total items
19  ],
20  "technicalDeepDive": [
21    {
22      "breakthroughItem": "breakthrough1",
23      "implementationDetails": "implementationDetails1"
24    },
25    {
26      "breakthroughItem": "breakthrough2",
27      "implementationDetails": "implementationDetails2"
28    }
29    // Add up to 3 items
30  ],
31  "priorityIntelligenceTargets": {
32    "primary": [
33      "False positive reduction methodologies",
34      "Edge AI optimization for resource-constrained hardware",
35      "Real-time inference benchmarks"
36    ],
37    "secondary": [
38      "Defense procurement announcements",
39      "SBIR/STTR opportunities",
40      "Counter-UAS technologies"
41    ],
42    "tertiary": [
43      "PyTorch/OpenCV updates",
44      "Rust embedded frameworks",
45      "Military robotics contracts"
46    ]
47  },
48  "sourcesToPrioritize": [
49    "arXiv (cs.CV, cs.RO, cs.LG)",
50    "Breaking Defense",
51    "The War Zone",
52    "NVIDIA Developer Blog"
53  ],
54  "exclusions": [
55    "Consumer tech unless directly applicable",
56    "Theoretical papers without implementation paths",
57    "Rehashed news",
58    "General AI hype without substance"
59  ],
60  "enhancedFeatures": {
61    "benchmarkComparisonTables": true,
62    "reproducibleResearchLinks": true,
63    "conferenceDeadlines": true,
64    "defenseContractAwards": true,
65    "weeklyTrendChart": true
66  }
67}